Introduction to Artificial Neural Networks with Keras

import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import seaborn as sns

Perceptrons

from sklearn.datasets import load_iris
from sklearn.linear_model import Perceptron
iris = load_iris()
iris.feature_names
['sepal length (cm)',
 'sepal width (cm)',
 'petal length (cm)',
 'petal width (cm)']
X = iris.data[:, (2, 3)]  # petal length, petal width
y = (iris.target == 0).astype(int)

per_clf = Perceptron(max_iter=1000, tol=1e-3, random_state=42)
per_clf.fit(X, y)

y_pred = per_clf.predict([[2, 0.5]])
y_pred
array([1])
per_clf.coef_
array([[-1.4, -2.2]])
per_clf.intercept_
array([4.])
a = -per_clf.coef_[0][0] / per_clf.coef_[0][1]
b = -per_clf.intercept_ / per_clf.coef_[0][1]

lims = [0, 5, 0, 2]

x0, x1 = np.meshgrid(
        np.linspace(lims[0], lims[1], 500).reshape(-1, 1),
        np.linspace(lims[2], lims[3], 200).reshape(-1, 1),
    )
    
x0.shape
(200, 500)
X_new = np.c_[x0.flatten(), x1.flatten()]
X_new
array([[0.        , 0.        ],
       [0.01002004, 0.        ],
       [0.02004008, 0.        ],
       ...,
       [4.97995992, 2.        ],
       [4.98997996, 2.        ],
       [5.        , 2.        ]])
y_predict = per_clf.predict(X_new)
y_predict
array([1, 1, 1, ..., 0, 0, 0])
zz = y_predict.reshape(x0.shape)
zz
array([[1, 1, 1, ..., 0, 0, 0],
       [1, 1, 1, ..., 0, 0, 0],
       [1, 1, 1, ..., 0, 0, 0],
       ...,
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0],
       [0, 0, 0, ..., 0, 0, 0]])
from matplotlib.colors import ListedColormap
_, ax = plt.subplots(figsize=(6, 4), dpi=100)

ax.plot(X[y == 0, 0], X[y == 0, 1], "bs", label="Not Iris-Setosa")
ax.plot(X[y == 1, 0], X[y == 1, 1], "yo", label="Iris-Setosa")

ax.plot([lims[0], lims[1]], [a * lims[0] + b, a * lims[1] + b],
        "k-",
        lw=3)

custom_cmap = ListedColormap(['#9898ff', '#fafab0'])

ax.contourf(x0, x1, zz, cmap=custom_cmap)
ax.set(xlabel="Petal length", ylabel="Petal width")
ax.legend(loc="lower right")
ax.axis(lims)
plt.show()
../_images/101-intro-keras_13_0.png

Activation functions

def sigmoid(z):
    return 1 / (1 + np.exp(-z))

def relu(z):
    return np.maximum(0, z)

def derivative(f, z, eps=0.000001):
    return (f(z + eps) - f(z - eps))/(2 * eps)
z = np.linspace(-5, 5, 200)

_, axes = plt.subplots(1,
                       2,
                       figsize=(8, 3),
                       dpi=100,
                       sharex=True,
                       constrained_layout=True)

funcs = [np.sign, sigmoid, np.tanh, relu]
styles = ["r-", "g--", "b-", "m-."]
labels = ["Step", "Sigmoid", "Tanh", "ReLU"]

for func, style, label in zip(funcs, styles, labels):
    axes[0].plot(z, func(z), style, label=label)
    axes[1].plot(z, derivative(func, z), style, label=label)

titles = ["Activation functions", "Derivatives of activation functions"]
limss = [[-4, 4, -1.5, 1.5], [-4, 4, -.25, 1.25]]

for title, lims, ax in zip(titles, limss, axes.flatten()):
    ax.axis(lims)
    ax.set(title=title)
    ax.grid(1)
    ax.legend(loc="center right")

axes[1].plot(0, 0, "ro", markersize=5)
axes[1].plot(0, 0, "rx", markersize=10)
plt.show()
../_images/101-intro-keras_16_0.png
def heaviside(z):
    return (z >= 0).astype(z.dtype)


def mlp_xor(x1, x2, activation=heaviside):
    return activation(-activation(x1 + x2 - 1.5) + activation(x1 + x2 - 0.5) -
                      0.5)
x1s = np.linspace(-0.2, 1.2, 100)
x2s = np.linspace(-0.2, 1.2, 100)
x1, x2 = np.meshgrid(x1s, x2s)

z1 = mlp_xor(x1, x2, activation=heaviside)
z2 = mlp_xor(x1, x2, activation=sigmoid)

_, axes = plt.subplots(1, 2, figsize=(8, 3), dpi=100, constrained_layout=True)

z = [z1, z2]
funcs = ['heaviside', 'sigmoid']

for ind, ax in enumerate(axes):
    ax.contourf(x1, x2, z[ind])
    ax.plot([0, 1], [0, 1], "gs", ms=20)
    ax.plot([0, 1], [1, 0], "y^", ms=20)
    ax.set(title=f"Activation function: {funcs[ind]}")
    ax.grid(1)
../_images/101-intro-keras_18_0.png

Building an Image Classifier

import tensorflow as tf
from tensorflow import keras
fashion_mnist = keras.datasets.fashion_mnist
(X_train_full, y_train_full), (X_test, y_test) = fashion_mnist.load_data()
X_train_full.shape
(60000, 28, 28)
X_train_full.dtype
dtype('uint8')
X_valid, X_train = X_train_full[:5000] / 255., X_train_full[5000:] / 255.
y_valid, y_train = y_train_full[:5000], y_train_full[5000:]
X_test = X_test / 255.
plt.imshow(X_train[0], cmap="binary")
plt.axis('off')
plt.show()
../_images/101-intro-keras_25_0.png
y_train
array([4, 0, 7, ..., 3, 0, 5], dtype=uint8)
class_names = [
    "T-shirt/top", "Trouser", "Pullover", "Dress", "Coat", "Sandal", "Shirt",
    "Sneaker", "Bag", "Ankle boot"
]
class_names[y_train[0]]
'Coat'
X_valid.shape
(5000, 28, 28)
X_test.shape
(10000, 28, 28)
_, axes = plt.subplots(4,
                       10,
                       figsize=(8, 4),
                       dpi=100,
                       constrained_layout=True)

for ind, ax in enumerate(axes.flatten()):

    ax.imshow(X_train[ind], cmap="binary", interpolation="nearest")
    ax.axis('off')
    ax.set_title(class_names[y_train[ind]], fontsize='small')

plt.show()
../_images/101-intro-keras_30_0.png
model = keras.models.Sequential()
model.add(keras.layers.Flatten(input_shape=[28, 28]))
model.add(keras.layers.Dense(300, activation="relu"))
model.add(keras.layers.Dense(100, activation="relu"))
model.add(keras.layers.Dense(10, activation="softmax"))
2021-09-22 13:55:51.028156: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  SSE4.1 SSE4.2 AVX AVX2 FMA
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Flatten(input_shape=[28, 28]),
    keras.layers.Dense(300, activation="relu"),
    keras.layers.Dense(100, activation="relu"),
    keras.layers.Dense(10, activation="softmax")
])
model.layers
[<tensorflow.python.keras.layers.core.Flatten at 0x1417af280>,
 <tensorflow.python.keras.layers.core.Dense at 0x1417af820>,
 <tensorflow.python.keras.layers.core.Dense at 0x1417af4f0>,
 <tensorflow.python.keras.layers.core.Dense at 0x1417a4700>]
model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
flatten (Flatten)            (None, 784)               0         
_________________________________________________________________
dense (Dense)                (None, 300)               235500    
_________________________________________________________________
dense_1 (Dense)              (None, 100)               30100     
_________________________________________________________________
dense_2 (Dense)              (None, 10)                1010      
=================================================================
Total params: 266,610
Trainable params: 266,610
Non-trainable params: 0
_________________________________________________________________
import pydot
import graphviz
keras.utils.plot_model(model, "data/101/my_fashion_mnist_model.png", show_shapes=True)
../_images/101-intro-keras_37_0.png
hidden1 = model.layers[1]
hidden1.name
'dense'
model.get_layer(hidden1.name) is hidden1
True
weights, biases = hidden1.get_weights()
weights
array([[ 0.02448617, -0.00877795, -0.02189048, ..., -0.02766046,
         0.03859074, -0.06889391],
       [ 0.00476504, -0.03105379, -0.0586676 , ...,  0.00602964,
        -0.02763776, -0.04165364],
       [-0.06189284, -0.06901957,  0.07102345, ..., -0.04238207,
         0.07121518, -0.07331658],
       ...,
       [-0.03048757,  0.02155137, -0.05400612, ..., -0.00113463,
         0.00228987,  0.05581069],
       [ 0.07061854, -0.06960931,  0.07038955, ..., -0.00384101,
         0.00034875,  0.02878492],
       [-0.06022581,  0.01577859, -0.02585464, ..., -0.00527829,
         0.00272203, -0.06793761]], dtype=float32)
weights.shape
(784, 300)
biases
array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,
       0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.], dtype=float32)
biases.shape
(300,)
model.compile(loss="sparse_categorical_crossentropy",
              optimizer="sgd",
              metrics=["accuracy"])
history = model.fit(X_train, y_train, epochs=30,
                    validation_data=(X_valid, y_valid))
2021-09-22 13:55:52.581509: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:116] None of the MLIR optimization passes are enabled (registered 2)
Epoch 1/30
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Epoch 2/30

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1719/1719 [==============================] - 6s 3ms/step - loss: 0.5028 - accuracy: 0.8260 - val_loss: 0.4354 - val_accuracy: 0.8522
Epoch 3/30

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1719/1719 [==============================] - 9s 5ms/step - loss: 0.4484 - accuracy: 0.8425 - val_loss: 0.5316 - val_accuracy: 0.7988
Epoch 4/30

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Epoch 5/30

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1719/1719 [==============================] - 9s 5ms/step - loss: 0.4060 - accuracy: 0.8582 - val_loss: 0.3745 - val_accuracy: 0.8690
Epoch 6/30

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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3751 - accuracy: 0.8679 - val_loss: 0.3707 - val_accuracy: 0.8728
Epoch 7/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.3649 - accuracy: 0.8710 - val_loss: 0.3630 - val_accuracy: 0.8718
Epoch 8/30

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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3476 - accuracy: 0.8755 - val_loss: 0.3849 - val_accuracy: 0.8620
Epoch 9/30

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1719/1719 [==============================] - 7s 4ms/step - loss: 0.3482 - accuracy: 0.8756 - val_loss: 0.3597 - val_accuracy: 0.8682
Epoch 10/30

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1719/1719 [==============================] - 12s 7ms/step - loss: 0.3293 - accuracy: 0.8840 - val_loss: 0.3431 - val_accuracy: 0.8780
Epoch 11/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.3212 - accuracy: 0.8839 - val_loss: 0.3443 - val_accuracy: 0.8782
Epoch 12/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.3121 - accuracy: 0.8869 - val_loss: 0.3308 - val_accuracy: 0.8832
Epoch 13/30

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1719/1719 [==============================] - 6s 3ms/step - loss: 0.3050 - accuracy: 0.8899 - val_loss: 0.3274 - val_accuracy: 0.8870
Epoch 14/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2988 - accuracy: 0.8918 - val_loss: 0.3407 - val_accuracy: 0.8774
Epoch 15/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2931 - accuracy: 0.8948 - val_loss: 0.3212 - val_accuracy: 0.8858
Epoch 16/30

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1719/1719 [==============================] - 6s 3ms/step - loss: 0.2859 - accuracy: 0.8981 - val_loss: 0.3093 - val_accuracy: 0.8902
Epoch 17/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2778 - accuracy: 0.9005 - val_loss: 0.3561 - val_accuracy: 0.8730
Epoch 18/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2774 - accuracy: 0.9005 - val_loss: 0.3136 - val_accuracy: 0.8910
Epoch 19/30

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Epoch 20/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2692 - accuracy: 0.9045 - val_loss: 0.3281 - val_accuracy: 0.8818
Epoch 21/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2666 - accuracy: 0.9055 - val_loss: 0.3057 - val_accuracy: 0.8926
Epoch 22/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2610 - accuracy: 0.9056 - val_loss: 0.2963 - val_accuracy: 0.8962
Epoch 23/30

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1719/1719 [==============================] - 9s 5ms/step - loss: 0.2545 - accuracy: 0.9074 - val_loss: 0.3000 - val_accuracy: 0.8918
Epoch 24/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2446 - accuracy: 0.9121 - val_loss: 0.3076 - val_accuracy: 0.8884
Epoch 25/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2485 - accuracy: 0.9116 - val_loss: 0.2963 - val_accuracy: 0.8942
Epoch 26/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2423 - accuracy: 0.9133 - val_loss: 0.3086 - val_accuracy: 0.8882
Epoch 27/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2366 - accuracy: 0.9166 - val_loss: 0.3013 - val_accuracy: 0.8956
Epoch 28/30

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1719/1719 [==============================] - 6s 4ms/step - loss: 0.2309 - accuracy: 0.9168 - val_loss: 0.2995 - val_accuracy: 0.8942
Epoch 29/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2273 - accuracy: 0.9175 - val_loss: 0.3055 - val_accuracy: 0.8890
Epoch 30/30

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1719/1719 [==============================] - 5s 3ms/step - loss: 0.2245 - accuracy: 0.9206 - val_loss: 0.3013 - val_accuracy: 0.8930
history.params
{'verbose': 1, 'epochs': 30, 'steps': 1719}
print(history.epoch)
[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]
history.history.keys()
dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])
_, ax = plt.subplots(figsize=(6, 4), dpi=100)

for i in history.history.keys():
    ax.plot(history.history.get(i), label=i)
    ax.legend()

ax.set(ylim=(0, 1))
ax.grid(1)
../_images/101-intro-keras_50_0.png
model.evaluate(X_test, y_test)
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313/313 [==============================] - 1s 2ms/step - loss: 0.3353 - accuracy: 0.8820
[0.3352515995502472, 0.8820000290870667]
X_new = X_test[:3]
y_proba = model.predict(X_new)
y_proba.round(2)
array([[0.  , 0.  , 0.  , 0.  , 0.  , 0.01, 0.  , 0.03, 0.  , 0.96],
       [0.  , 0.  , 0.98, 0.  , 0.02, 0.  , 0.  , 0.  , 0.  , 0.  ],
       [0.  , 1.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  , 0.  ]],
      dtype=float32)
model.predict(X_new)
array([[4.1024000e-06, 4.2761562e-07, 7.7352219e-05, 8.9763398e-06,
        3.7400682e-06, 1.1412925e-02, 7.8980111e-06, 2.8233122e-02,
        7.8887114e-04, 9.5946258e-01],
       [1.1116678e-05, 3.6214793e-08, 9.8210180e-01, 1.5544003e-08,
        1.7581107e-02, 1.9387754e-11, 3.0586790e-04, 1.2198677e-11,
        7.3210291e-09, 3.6714097e-11],
       [2.8578486e-06, 9.9999654e-01, 2.0927594e-08, 4.1734179e-07,
        1.2935442e-07, 1.8845613e-13, 5.0816507e-10, 4.4625967e-13,
        8.3641147e-09, 2.6737662e-12]], dtype=float32)
y_pred = np.argmax(model.predict(X_new), axis=-1)
y_pred
array([9, 2, 1])
np.array(class_names)[y_pred]
array(['Ankle boot', 'Pullover', 'Trouser'], dtype='<U11')
y_new = y_test[:3]
y_new
array([9, 2, 1], dtype=uint8)
_, axes = plt.subplots(1, 3, figsize=(6, 2), dpi=100, constrained_layout=True)

for ind, (ax, image) in enumerate(zip(axes.flatten(), X_new)):
    ax.imshow(image, cmap="binary", interpolation="nearest")
    ax.axis('off')
    ax.set(title=class_names[y_test[ind]])

plt.show()
../_images/101-intro-keras_57_0.png

Regression MLP

from sklearn.datasets import fetch_california_housing
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
housing = fetch_california_housing()

X_train_full, X_test, y_train_full, y_test = train_test_split(housing.data,
                                                              housing.target,
                                                              random_state=42)
X_train, X_valid, y_train, y_valid = train_test_split(X_train_full,
                                                      y_train_full,
                                                      random_state=42)

scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
X_valid = scaler.transform(X_valid)
X_test = scaler.transform(X_test)
np.random.seed(42)
tf.random.set_seed(42)

model = keras.models.Sequential([
    keras.layers.Dense(30, activation="relu", input_shape=X_train.shape[1:]),
    keras.layers.Dense(1)
])

model.compile(loss="mean_squared_error",
              optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train,
                    y_train,
                    epochs=20,
                    validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
X_new = X_test[:3]
y_pred = model.predict(X_new)
Epoch 1/20
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363/363 [==============================] - ETA: 0s - loss: 2.2673

363/363 [==============================] - 1s 2ms/step - loss: 2.2656 - val_loss: 0.8560
Epoch 2/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.7413 - val_loss: 0.6531
Epoch 3/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.6604 - val_loss: 0.6099
Epoch 4/20

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Epoch 5/20

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Epoch 6/20

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Epoch 7/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.5500 - val_loss: 0.5081
Epoch 8/20

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Epoch 9/20

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363/363 [==============================] - 0s 1ms/step - loss: 0.5051 - val_loss: 0.4690
Epoch 10/20

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363/363 [==============================] - 1s 1ms/step - loss: 0.4910 - val_loss: 0.4656
Epoch 11/20

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363/363 [==============================] - 0s 1ms/step - loss: 0.4794 - val_loss: 0.4482
Epoch 12/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4656 - val_loss: 0.4479
Epoch 13/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4693 - val_loss: 0.4296
Epoch 14/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4537 - val_loss: 0.4233
Epoch 15/20

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363/363 [==============================] - 2s 5ms/step - loss: 0.4586 - val_loss: 0.4176
Epoch 16/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4612 - val_loss: 0.4123
Epoch 17/20

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363/363 [==============================] - 1s 4ms/step - loss: 0.4449 - val_loss: 0.4071
Epoch 18/20

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363/363 [==============================] - 1s 4ms/step - loss: 0.4407 - val_loss: 0.4037
Epoch 19/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4184 - val_loss: 0.4000
Epoch 20/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4128 - val_loss: 0.3969
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162/162 [==============================] - 0s 852us/step - loss: 0.4212
_, ax = plt.subplots(figsize=(6, 4), dpi=100)

for i in history.history.keys():
    ax.plot(history.history.get(i), label=i)
    ax.legend()

ax.set(ylim=(0, 1))
ax.grid(1)
../_images/101-intro-keras_62_0.png
y_pred
array([[0.38856643],
       [1.6792021 ],
       [3.1022797 ]], dtype=float32)

Functional API

np.random.seed(42)
tf.random.set_seed(42)

input_ = keras.layers.Input(shape=X_train.shape[1:])
hidden1 = keras.layers.Dense(30, activation="relu")(input_)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_, hidden2])
output = keras.layers.Dense(1)(concat)
model = keras.models.Model(inputs=[input_], outputs=[output])
model.summary()
Model: "model"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 8)]          0                                            
__________________________________________________________________________________________________
dense_5 (Dense)                 (None, 30)           270         input_1[0][0]                    
__________________________________________________________________________________________________
dense_6 (Dense)                 (None, 30)           930         dense_5[0][0]                    
__________________________________________________________________________________________________
concatenate (Concatenate)       (None, 38)           0           input_1[0][0]                    
                                                                 dense_6[0][0]                    
__________________________________________________________________________________________________
dense_7 (Dense)                 (None, 1)            39          concatenate[0][0]                
==================================================================================================
Total params: 1,239
Trainable params: 1,239
Non-trainable params: 0
__________________________________________________________________________________________________
model.compile(loss="mean_squared_error",
              optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train,
                    y_train,
                    epochs=20,
                    validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
y_pred = model.predict(X_new)
Epoch 1/20
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363/363 [==============================] - 1s 3ms/step - loss: 1.9731 - val_loss: 3.3940
Epoch 2/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.7638 - val_loss: 0.9360
Epoch 3/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.6045 - val_loss: 0.5649
Epoch 4/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.5862 - val_loss: 0.5712
Epoch 5/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.5452 - val_loss: 0.5045
Epoch 6/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.5243 - val_loss: 0.4831
Epoch 7/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.5185 - val_loss: 0.4639
Epoch 8/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4947 - val_loss: 0.4638
Epoch 9/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4782 - val_loss: 0.4421
Epoch 10/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4708 - val_loss: 0.4313
Epoch 11/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4585 - val_loss: 0.4345
Epoch 12/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4481 - val_loss: 0.4168
Epoch 13/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4476 - val_loss: 0.4230
Epoch 14/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4361 - val_loss: 0.4047
Epoch 15/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4392 - val_loss: 0.4078
Epoch 16/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4420 - val_loss: 0.3938
Epoch 17/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4277 - val_loss: 0.3952
Epoch 18/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4216 - val_loss: 0.3860
Epoch 19/20
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363/363 [==============================] - 1s 2ms/step - loss: 0.4033 - val_loss: 0.3827
Epoch 20/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.3939 - val_loss: 0.4054
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162/162 [==============================] - 0s 1ms/step - loss: 0.4032
np.random.seed(42)
tf.random.set_seed(42)

input_A = keras.layers.Input(shape=[5], name="wide_input")
input_B = keras.layers.Input(shape=[6], name="deep_input")
hidden1 = keras.layers.Dense(30, activation="relu")(input_B)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_A, hidden2])
output = keras.layers.Dense(1, name="output")(concat)
model = keras.models.Model(inputs=[input_A, input_B], outputs=[output])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))

X_train_A, X_train_B = X_train[:, :5], X_train[:, 2:]
X_valid_A, X_valid_B = X_valid[:, :5], X_valid[:, 2:]
X_test_A, X_test_B = X_test[:, :5], X_test[:, 2:]
X_new_A, X_new_B = X_test_A[:3], X_test_B[:3]

history = model.fit((X_train_A, X_train_B),
                    y_train,
                    epochs=20,
                    validation_data=((X_valid_A, X_valid_B), y_valid))
                    
mse_test = model.evaluate((X_test_A, X_test_B), y_test)
y_pred = model.predict((X_new_A, X_new_B))
Epoch 1/20
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363/363 [==============================] - 2s 4ms/step - loss: 3.1941 - val_loss: 0.8072
Epoch 2/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.7247 - val_loss: 0.6658
Epoch 3/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.6176 - val_loss: 0.5687
Epoch 4/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.5799 - val_loss: 0.5296
Epoch 5/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.5409 - val_loss: 0.4993
Epoch 6/20

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361/363 [============================>.] - ETA: 0s - loss: 0.5173

363/363 [==============================] - 1s 4ms/step - loss: 0.5173 - val_loss: 0.4811
Epoch 7/20

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356/363 [============================>.] - ETA: 0s - loss: 0.5191

363/363 [==============================] - 1s 3ms/step - loss: 0.5186 - val_loss: 0.4696
Epoch 8/20

  1/363 [..............................] - ETA: 1s - loss: 0.3285

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353/363 [============================>.] - ETA: 0s - loss: 0.4982

363/363 [==============================] - 1s 4ms/step - loss: 0.4977 - val_loss: 0.4496
Epoch 9/20

  1/363 [..............................] - ETA: 0s - loss: 0.3196

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363/363 [==============================] - 1s 3ms/step - loss: 0.4765 - val_loss: 0.4404
Epoch 10/20

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363/363 [==============================] - 1s 3ms/step - loss: 0.4676 - val_loss: 0.4315
Epoch 11/20

  1/363 [..............................] - ETA: 1s - loss: 0.3975

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355/363 [============================>.] - ETA: 0s - loss: 0.4574

363/363 [==============================] - 1s 2ms/step - loss: 0.4574 - val_loss: 0.4268
Epoch 12/20

  1/363 [..............................] - ETA: 0s - loss: 0.4362

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363/363 [==============================] - 1s 3ms/step - loss: 0.4479 - val_loss: 0.4166
Epoch 13/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4487 - val_loss: 0.4125
Epoch 14/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4469 - val_loss: 0.4074
Epoch 15/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4460 - val_loss: 0.4044
Epoch 16/20

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358/363 [============================>.] - ETA: 0s - loss: 0.4497

363/363 [==============================] - 1s 2ms/step - loss: 0.4495 - val_loss: 0.4007
Epoch 17/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4378 - val_loss: 0.4013
Epoch 18/20

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 - ETA: 0s - loss: 0.4407

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363/363 [==============================] - 1s 2ms/step - loss: 0.4375 - val_loss: 0.3987
Epoch 19/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4151 - val_loss: 0.3934
Epoch 20/20

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363/363 [==============================] - 1s 2ms/step - loss: 0.4078 - val_loss: 0.4204
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162/162 [==============================] - 0s 1ms/step - loss: 0.4219
np.random.seed(42)
tf.random.set_seed(42)
input_A = keras.layers.Input(shape=[5], name="wide_input")
input_B = keras.layers.Input(shape=[6], name="deep_input")
hidden1 = keras.layers.Dense(30, activation="relu")(input_B)
hidden2 = keras.layers.Dense(30, activation="relu")(hidden1)
concat = keras.layers.concatenate([input_A, hidden2])
output = keras.layers.Dense(1, name="main_output")(concat)
aux_output = keras.layers.Dense(1, name="aux_output")(hidden2)
model = keras.models.Model(inputs=[input_A, input_B],
                           outputs=[output, aux_output])
model.compile(loss=["mse", "mse"], loss_weights=[0.9, 0.1], optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit([X_train_A, X_train_B], [y_train, y_train], epochs=20,
                    validation_data=([X_valid_A, X_valid_B], [y_valid, y_valid]))
Epoch 1/20
  1/363 [..............................] - ETA: 5:12 - loss: 6.9006 - main_output_loss: 7.0091 - aux_output_loss: 5.9244

  7/363 [..............................] - ETA: 3s - loss: 6.5668 - main_output_loss: 6.6879 - aux_output_loss: 5.4774  

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151/363 [===========>..................] - ETA: 0s - loss: 4.6473 - main_output_loss: 4.6032 - aux_output_loss: 5.0434

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291/363 [=======================>......] - ETA: 0s - loss: 3.7667 - main_output_loss: 3.6524 - aux_output_loss: 4.7949

302/363 [=======================>......] - ETA: 0s - loss: 3.7159 - main_output_loss: 3.5981 - aux_output_loss: 4.7766

315/363 [=========================>....] - ETA: 0s - loss: 3.6583 - main_output_loss: 3.5365 - aux_output_loss: 4.7544

331/363 [==========================>...] - ETA: 0s - loss: 3.5909 - main_output_loss: 3.4647 - aux_output_loss: 4.7272

348/363 [===========================>..] - ETA: 0s - loss: 3.5234 - main_output_loss: 3.3927 - aux_output_loss: 4.6992

363/363 [==============================] - 3s 6ms/step - loss: 3.4633 - main_output_loss: 3.3289 - aux_output_loss: 4.6732 - val_loss: 1.6233 - val_main_output_loss: 0.8468 - val_aux_output_loss: 8.6117
Epoch 2/20

  1/363 [..............................] - ETA: 0s - loss: 0.7696 - main_output_loss: 0.5776 - aux_output_loss: 2.4973

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262/363 [====================>.........] - ETA: 0s - loss: 1.0128 - main_output_loss: 0.7701 - aux_output_loss: 3.1968

269/363 [=====================>........] - ETA: 0s - loss: 1.0102 - main_output_loss: 0.7685 - aux_output_loss: 3.1853

273/363 [=====================>........] - ETA: 0s - loss: 1.0087 - main_output_loss: 0.7676 - aux_output_loss: 3.1788

284/363 [======================>.......] - ETA: 0s - loss: 1.0048 - main_output_loss: 0.7652 - aux_output_loss: 3.1615

297/363 [=======================>......] - ETA: 0s - loss: 1.0003 - main_output_loss: 0.7623 - aux_output_loss: 3.1418

315/363 [=========================>....] - ETA: 0s - loss: 0.9944 - main_output_loss: 0.7586 - aux_output_loss: 3.1159

331/363 [==========================>...] - ETA: 0s - loss: 0.9895 - main_output_loss: 0.7556 - aux_output_loss: 3.0943

348/363 [===========================>..] - ETA: 0s - loss: 0.9848 - main_output_loss: 0.7528 - aux_output_loss: 3.0728

362/363 [============================>.] - ETA: 0s - loss: 0.9812 - main_output_loss: 0.7506 - aux_output_loss: 3.0560

363/363 [==============================] - 2s 6ms/step - loss: 0.9807 - main_output_loss: 0.7503 - aux_output_loss: 3.0537 - val_loss: 1.5163 - val_main_output_loss: 0.6836 - val_aux_output_loss: 9.0109
Epoch 3/20

  1/363 [..............................] - ETA: 7s - loss: 0.5799 - main_output_loss: 0.4604 - aux_output_loss: 1.6558

  9/363 [..............................] - ETA: 2s - loss: 0.8047 - main_output_loss: 0.6499 - aux_output_loss: 2.1980

 16/363 [>.............................] - ETA: 2s - loss: 0.8141 - main_output_loss: 0.6630 - aux_output_loss: 2.1745

 23/363 [>.............................] - ETA: 2s - loss: 0.8059 - main_output_loss: 0.6588 - aux_output_loss: 2.1303

 33/363 [=>............................] - ETA: 2s - loss: 0.7986 - main_output_loss: 0.6544 - aux_output_loss: 2.0969

 47/363 [==>...........................] - ETA: 1s - loss: 0.7895 - main_output_loss: 0.6463 - aux_output_loss: 2.0782

 57/363 [===>..........................] - ETA: 1s - loss: 0.7855 - main_output_loss: 0.6427 - aux_output_loss: 2.0700

 70/363 [====>.........................] - ETA: 1s - loss: 0.7863 - main_output_loss: 0.6407 - aux_output_loss: 2.0967

 87/363 [======>.......................] - ETA: 1s - loss: 0.7895 - main_output_loss: 0.6390 - aux_output_loss: 2.1443

102/363 [=======>......................] - ETA: 1s - loss: 0.7901 - main_output_loss: 0.6376 - aux_output_loss: 2.1626

109/363 [========>.....................] - ETA: 1s - loss: 0.7902 - main_output_loss: 0.6373 - aux_output_loss: 2.1666

117/363 [========>.....................] - ETA: 1s - loss: 0.7904 - main_output_loss: 0.6371 - aux_output_loss: 2.1700

130/363 [=========>....................] - ETA: 1s - loss: 0.7905 - main_output_loss: 0.6370 - aux_output_loss: 2.1721

141/363 [==========>...................] - ETA: 1s - loss: 0.7907 - main_output_loss: 0.6371 - aux_output_loss: 2.1725

149/363 [===========>..................] - ETA: 1s - loss: 0.7906 - main_output_loss: 0.6372 - aux_output_loss: 2.1715

164/363 [============>.................] - ETA: 0s - loss: 0.7908 - main_output_loss: 0.6376 - aux_output_loss: 2.1695

166/363 [============>.................] - ETA: 1s - loss: 0.7908 - main_output_loss: 0.6377 - aux_output_loss: 2.1692

174/363 [=============>................] - ETA: 1s - loss: 0.7908 - main_output_loss: 0.6378 - aux_output_loss: 2.1679

203/363 [===============>..............] - ETA: 0s - loss: 0.7899 - main_output_loss: 0.6377 - aux_output_loss: 2.1593

226/363 [=================>............] - ETA: 0s - loss: 0.7878 - main_output_loss: 0.6367 - aux_output_loss: 2.1480

238/363 [==================>...........] - ETA: 0s - loss: 0.7863 - main_output_loss: 0.6358 - aux_output_loss: 2.1407

259/363 [====================>.........] - ETA: 0s - loss: 0.7838 - main_output_loss: 0.6344 - aux_output_loss: 2.1284

276/363 [=====================>........] - ETA: 0s - loss: 0.7819 - main_output_loss: 0.6334 - aux_output_loss: 2.1187

298/363 [=======================>......] - ETA: 0s - loss: 0.7796 - main_output_loss: 0.6321 - aux_output_loss: 2.1071

324/363 [=========================>....] - ETA: 0s - loss: 0.7774 - main_output_loss: 0.6310 - aux_output_loss: 2.0955

351/363 [============================>.] - ETA: 0s - loss: 0.7754 - main_output_loss: 0.6298 - aux_output_loss: 2.0858

363/363 [==============================] - 2s 4ms/step - loss: 0.7742 - main_output_loss: 0.6290 - aux_output_loss: 2.0810 - val_loss: 1.4639 - val_main_output_loss: 0.6229 - val_aux_output_loss: 9.0326
Epoch 4/20

  1/363 [..............................] - ETA: 0s - loss: 0.3645 - main_output_loss: 0.3154 - aux_output_loss: 0.8059

 22/363 [>.............................] - ETA: 0s - loss: 0.6854 - main_output_loss: 0.6007 - aux_output_loss: 1.4477

 42/363 [==>...........................] - ETA: 0s - loss: 0.7026 - main_output_loss: 0.6107 - aux_output_loss: 1.5300

 62/363 [====>.........................] - ETA: 0s - loss: 0.7091 - main_output_loss: 0.6130 - aux_output_loss: 1.5738

 72/363 [====>.........................] - ETA: 0s - loss: 0.7125 - main_output_loss: 0.6152 - aux_output_loss: 1.5882

 73/363 [=====>........................] - ETA: 1s - loss: 0.7128 - main_output_loss: 0.6154 - aux_output_loss: 1.5895

 87/363 [======>.......................] - ETA: 1s - loss: 0.7150 - main_output_loss: 0.6165 - aux_output_loss: 1.6014

114/363 [========>.....................] - ETA: 0s - loss: 0.7113 - main_output_loss: 0.6116 - aux_output_loss: 1.6082

140/363 [==========>...................] - ETA: 0s - loss: 0.7080 - main_output_loss: 0.6073 - aux_output_loss: 1.6144

161/363 [============>.................] - ETA: 0s - loss: 0.7055 - main_output_loss: 0.6043 - aux_output_loss: 1.6160

180/363 [=============>................] - ETA: 0s - loss: 0.7044 - main_output_loss: 0.6028 - aux_output_loss: 1.6190

208/363 [================>.............] - ETA: 0s - loss: 0.7044 - main_output_loss: 0.6013 - aux_output_loss: 1.6327

238/363 [==================>...........] - ETA: 0s - loss: 0.7031 - main_output_loss: 0.5988 - aux_output_loss: 1.6416

267/363 [=====================>........] - ETA: 0s - loss: 0.7015 - main_output_loss: 0.5965 - aux_output_loss: 1.6466

287/363 [======================>.......] - ETA: 0s - loss: 0.7003 - main_output_loss: 0.5950 - aux_output_loss: 1.6480

309/363 [========================>.....] - ETA: 0s - loss: 0.6987 - main_output_loss: 0.5933 - aux_output_loss: 1.6475

335/363 [==========================>...] - ETA: 0s - loss: 0.6969 - main_output_loss: 0.5915 - aux_output_loss: 1.6460

358/363 [============================>.] - ETA: 0s - loss: 0.6955 - main_output_loss: 0.5900 - aux_output_loss: 1.6448

363/363 [==============================] - 1s 3ms/step - loss: 0.6952 - main_output_loss: 0.5897 - aux_output_loss: 1.6449 - val_loss: 1.3388 - val_main_output_loss: 0.5481 - val_aux_output_loss: 8.4552
Epoch 5/20

  1/363 [..............................] - ETA: 1s - loss: 0.8459 - main_output_loss: 0.7070 - aux_output_loss: 2.0963

 27/363 [=>............................] - ETA: 0s - loss: 0.6681 - main_output_loss: 0.5633 - aux_output_loss: 1.6117

 41/363 [==>...........................] - ETA: 0s - loss: 0.6677 - main_output_loss: 0.5662 - aux_output_loss: 1.5813

 58/363 [===>..........................] - ETA: 0s - loss: 0.6660 - main_output_loss: 0.5671 - aux_output_loss: 1.5560

 78/363 [=====>........................] - ETA: 0s - loss: 0.6667 - main_output_loss: 0.5687 - aux_output_loss: 1.5489

 98/363 [=======>......................] - ETA: 0s - loss: 0.6686 - main_output_loss: 0.5707 - aux_output_loss: 1.5499

125/363 [=========>....................] - ETA: 0s - loss: 0.6675 - main_output_loss: 0.5704 - aux_output_loss: 1.5417

151/363 [===========>..................] - ETA: 0s - loss: 0.6641 - main_output_loss: 0.5674 - aux_output_loss: 1.5346

168/363 [============>.................] - ETA: 0s - loss: 0.6618 - main_output_loss: 0.5653 - aux_output_loss: 1.5308

203/363 [===============>..............] - ETA: 0s - loss: 0.6572 - main_output_loss: 0.5610 - aux_output_loss: 1.5237

236/363 [==================>...........] - ETA: 0s - loss: 0.6538 - main_output_loss: 0.5578 - aux_output_loss: 1.5180

272/363 [=====================>........] - ETA: 0s - loss: 0.6509 - main_output_loss: 0.5551 - aux_output_loss: 1.5126

300/363 [=======================>......] - ETA: 0s - loss: 0.6492 - main_output_loss: 0.5533 - aux_output_loss: 1.5125

332/363 [==========================>...] - ETA: 0s - loss: 0.6479 - main_output_loss: 0.5518 - aux_output_loss: 1.5129

363/363 [==============================] - 1s 2ms/step - loss: 0.6469 - main_output_loss: 0.5508 - aux_output_loss: 1.5118 - val_loss: 1.2177 - val_main_output_loss: 0.5194 - val_aux_output_loss: 7.5030
Epoch 6/20

  1/363 [..............................] - ETA: 0s - loss: 0.4609 - main_output_loss: 0.4392 - aux_output_loss: 0.6561

 30/363 [=>............................] - ETA: 0s - loss: 0.5979 - main_output_loss: 0.5201 - aux_output_loss: 1.2981

 55/363 [===>..........................] - ETA: 0s - loss: 0.6151 - main_output_loss: 0.5341 - aux_output_loss: 1.3437

 78/363 [=====>........................] - ETA: 0s - loss: 0.6185 - main_output_loss: 0.5369 - aux_output_loss: 1.3526

109/363 [========>.....................] - ETA: 0s - loss: 0.6161 - main_output_loss: 0.5341 - aux_output_loss: 1.3539

141/363 [==========>...................] - ETA: 0s - loss: 0.6161 - main_output_loss: 0.5312 - aux_output_loss: 1.3800

174/363 [=============>................] - ETA: 0s - loss: 0.6157 - main_output_loss: 0.5296 - aux_output_loss: 1.3902

212/363 [================>.............] - ETA: 0s - loss: 0.6162 - main_output_loss: 0.5293 - aux_output_loss: 1.3987

249/363 [===================>..........] - ETA: 0s - loss: 0.6150 - main_output_loss: 0.5278 - aux_output_loss: 1.4000

285/363 [======================>.......] - ETA: 0s - loss: 0.6139 - main_output_loss: 0.5267 - aux_output_loss: 1.3989

312/363 [========================>.....] - ETA: 0s - loss: 0.6133 - main_output_loss: 0.5261 - aux_output_loss: 1.3975

349/363 [===========================>..] - ETA: 0s - loss: 0.6123 - main_output_loss: 0.5253 - aux_output_loss: 1.3949

363/363 [==============================] - 1s 2ms/step - loss: 0.6120 - main_output_loss: 0.5251 - aux_output_loss: 1.3943 - val_loss: 1.0935 - val_main_output_loss: 0.5106 - val_aux_output_loss: 6.3396
Epoch 7/20

  1/363 [..............................] - ETA: 0s - loss: 0.8746 - main_output_loss: 0.7854 - aux_output_loss: 1.6770

 22/363 [>.............................] - ETA: 0s - loss: 0.6775 - main_output_loss: 0.5918 - aux_output_loss: 1.4487

 48/363 [==>...........................] - ETA: 0s - loss: 0.6652 - main_output_loss: 0.5822 - aux_output_loss: 1.4115

 75/363 [=====>........................] - ETA: 0s - loss: 0.6546 - main_output_loss: 0.5716 - aux_output_loss: 1.4021

 97/363 [=======>......................] - ETA: 0s - loss: 0.6475 - main_output_loss: 0.5615 - aux_output_loss: 1.4218

120/363 [========>.....................] - ETA: 0s - loss: 0.6414 - main_output_loss: 0.5546 - aux_output_loss: 1.4227

144/363 [==========>...................] - ETA: 0s - loss: 0.6378 - main_output_loss: 0.5508 - aux_output_loss: 1.4208

171/363 [=============>................] - ETA: 0s - loss: 0.6338 - main_output_loss: 0.5465 - aux_output_loss: 1.4194

196/363 [===============>..............] - ETA: 0s - loss: 0.6294 - main_output_loss: 0.5420 - aux_output_loss: 1.4161

220/363 [=================>............] - ETA: 0s - loss: 0.6256 - main_output_loss: 0.5384 - aux_output_loss: 1.4106

240/363 [==================>...........] - ETA: 0s - loss: 0.6228 - main_output_loss: 0.5358 - aux_output_loss: 1.4058

268/363 [=====================>........] - ETA: 0s - loss: 0.6192 - main_output_loss: 0.5325 - aux_output_loss: 1.3993

281/363 [======================>.......] - ETA: 0s - loss: 0.6179 - main_output_loss: 0.5313 - aux_output_loss: 1.3967

299/363 [=======================>......] - ETA: 0s - loss: 0.6163 - main_output_loss: 0.5299 - aux_output_loss: 1.3938

316/363 [=========================>....] - ETA: 0s - loss: 0.6150 - main_output_loss: 0.5288 - aux_output_loss: 1.3913

330/363 [==========================>...] - ETA: 0s - loss: 0.6140 - main_output_loss: 0.5278 - aux_output_loss: 1.3890

347/363 [===========================>..] - ETA: 0s - loss: 0.6126 - main_output_loss: 0.5267 - aux_output_loss: 1.3863

363/363 [==============================] - 1s 3ms/step - loss: 0.6114 - main_output_loss: 0.5256 - aux_output_loss: 1.3833 - val_loss: 0.9918 - val_main_output_loss: 0.5115 - val_aux_output_loss: 5.3151
Epoch 8/20

  1/363 [..............................] - ETA: 0s - loss: 0.3977 - main_output_loss: 0.3361 - aux_output_loss: 0.9525

 24/363 [>.............................] - ETA: 0s - loss: 0.6479 - main_output_loss: 0.5870 - aux_output_loss: 1.1955

 46/363 [==>...........................] - ETA: 0s - loss: 0.6577 - main_output_loss: 0.5901 - aux_output_loss: 1.2659

 66/363 [====>.........................] - ETA: 0s - loss: 0.6406 - main_output_loss: 0.5709 - aux_output_loss: 1.2673

 99/363 [=======>......................] - ETA: 0s - loss: 0.6186 - main_output_loss: 0.5470 - aux_output_loss: 1.2630

131/363 [=========>....................] - ETA: 0s - loss: 0.6065 - main_output_loss: 0.5344 - aux_output_loss: 1.2548

164/363 [============>.................] - ETA: 0s - loss: 0.5965 - main_output_loss: 0.5240 - aux_output_loss: 1.2487

194/363 [===============>..............] - ETA: 0s - loss: 0.5895 - main_output_loss: 0.5167 - aux_output_loss: 1.2452

225/363 [=================>............] - ETA: 0s - loss: 0.5846 - main_output_loss: 0.5115 - aux_output_loss: 1.2425

257/363 [====================>.........] - ETA: 0s - loss: 0.5817 - main_output_loss: 0.5084 - aux_output_loss: 1.2409

294/363 [=======================>......] - ETA: 0s - loss: 0.5793 - main_output_loss: 0.5059 - aux_output_loss: 1.2399

326/363 [=========================>....] - ETA: 0s - loss: 0.5779 - main_output_loss: 0.5041 - aux_output_loss: 1.2419

358/363 [============================>.] - ETA: 0s - loss: 0.5767 - main_output_loss: 0.5026 - aux_output_loss: 1.2437

363/363 [==============================] - 1s 2ms/step - loss: 0.5765 - main_output_loss: 0.5024 - aux_output_loss: 1.2439 - val_loss: 0.8733 - val_main_output_loss: 0.4733 - val_aux_output_loss: 4.4740
Epoch 9/20

  1/363 [..............................] - ETA: 0s - loss: 0.3542 - main_output_loss: 0.3079 - aux_output_loss: 0.7709

 27/363 [=>............................] - ETA: 0s - loss: 0.5126 - main_output_loss: 0.4420 - aux_output_loss: 1.1478

 55/363 [===>..........................] - ETA: 0s - loss: 0.5269 - main_output_loss: 0.4547 - aux_output_loss: 1.1765

 88/363 [======>.......................] - ETA: 0s - loss: 0.5341 - main_output_loss: 0.4615 - aux_output_loss: 1.1870

126/363 [=========>....................] - ETA: 0s - loss: 0.5410 - main_output_loss: 0.4689 - aux_output_loss: 1.1900

164/363 [============>.................] - ETA: 0s - loss: 0.5466 - main_output_loss: 0.4749 - aux_output_loss: 1.1919

197/363 [===============>..............] - ETA: 0s - loss: 0.5498 - main_output_loss: 0.4778 - aux_output_loss: 1.1983

213/363 [================>.............] - ETA: 0s - loss: 0.5509 - main_output_loss: 0.4787 - aux_output_loss: 1.2001

231/363 [==================>...........] - ETA: 0s - loss: 0.5518 - main_output_loss: 0.4795 - aux_output_loss: 1.2019

255/363 [====================>.........] - ETA: 0s - loss: 0.5527 - main_output_loss: 0.4804 - aux_output_loss: 1.2038

290/363 [======================>.......] - ETA: 0s - loss: 0.5534 - main_output_loss: 0.4810 - aux_output_loss: 1.2049

324/363 [=========================>....] - ETA: 0s - loss: 0.5536 - main_output_loss: 0.4812 - aux_output_loss: 1.2054

361/363 [============================>.] - ETA: 0s - loss: 0.5535 - main_output_loss: 0.4811 - aux_output_loss: 1.2057

363/363 [==============================] - 1s 2ms/step - loss: 0.5535 - main_output_loss: 0.4811 - aux_output_loss: 1.2057 - val_loss: 0.7832 - val_main_output_loss: 0.4555 - val_aux_output_loss: 3.7323
Epoch 10/20

  1/363 [..............................] - ETA: 0s - loss: 0.8206 - main_output_loss: 0.6996 - aux_output_loss: 1.9094

 39/363 [==>...........................] - ETA: 0s - loss: 0.5630 - main_output_loss: 0.4762 - aux_output_loss: 1.3439

 76/363 [=====>........................] - ETA: 0s - loss: 0.5613 - main_output_loss: 0.4775 - aux_output_loss: 1.3151

114/363 [========>.....................] - ETA: 0s - loss: 0.5577 - main_output_loss: 0.4767 - aux_output_loss: 1.2871

150/363 [===========>..................] - ETA: 0s - loss: 0.5537 - main_output_loss: 0.4745 - aux_output_loss: 1.2662

183/363 [==============>...............] - ETA: 0s - loss: 0.5520 - main_output_loss: 0.4739 - aux_output_loss: 1.2548

219/363 [=================>............] - ETA: 0s - loss: 0.5502 - main_output_loss: 0.4730 - aux_output_loss: 1.2455

255/363 [====================>.........] - ETA: 0s - loss: 0.5489 - main_output_loss: 0.4724 - aux_output_loss: 1.2371

291/363 [=======================>......] - ETA: 0s - loss: 0.5478 - main_output_loss: 0.4720 - aux_output_loss: 1.2299

326/363 [=========================>....] - ETA: 0s - loss: 0.5467 - main_output_loss: 0.4714 - aux_output_loss: 1.2243

357/363 [============================>.] - ETA: 0s - loss: 0.5458 - main_output_loss: 0.4709 - aux_output_loss: 1.2198

363/363 [==============================] - 1s 2ms/step - loss: 0.5456 - main_output_loss: 0.4708 - aux_output_loss: 1.2189 - val_loss: 0.7170 - val_main_output_loss: 0.4604 - val_aux_output_loss: 3.0262
Epoch 11/20

  1/363 [..............................] - ETA: 1s - loss: 0.4943 - main_output_loss: 0.4014 - aux_output_loss: 1.3301

 35/363 [=>............................] - ETA: 0s - loss: 0.5185 - main_output_loss: 0.4348 - aux_output_loss: 1.2720

 70/363 [====>.........................] - ETA: 0s - loss: 0.5238 - main_output_loss: 0.4436 - aux_output_loss: 1.2460

104/363 [=======>......................] - ETA: 0s - loss: 0.5243 - main_output_loss: 0.4466 - aux_output_loss: 1.2227

140/363 [==========>...................] - ETA: 0s - loss: 0.5257 - main_output_loss: 0.4500 - aux_output_loss: 1.2076

174/363 [=============>................] - ETA: 0s - loss: 0.5266 - main_output_loss: 0.4519 - aux_output_loss: 1.1985

207/363 [================>.............] - ETA: 0s - loss: 0.5282 - main_output_loss: 0.4545 - aux_output_loss: 1.1917

232/363 [==================>...........] - ETA: 0s - loss: 0.5296 - main_output_loss: 0.4565 - aux_output_loss: 1.1873

267/363 [=====================>........] - ETA: 0s - loss: 0.5299 - main_output_loss: 0.4576 - aux_output_loss: 1.1809

289/363 [======================>.......] - ETA: 0s - loss: 0.5300 - main_output_loss: 0.4581 - aux_output_loss: 1.1776

309/363 [========================>.....] - ETA: 0s - loss: 0.5301 - main_output_loss: 0.4585 - aux_output_loss: 1.1750

337/363 [==========================>...] - ETA: 0s - loss: 0.5299 - main_output_loss: 0.4586 - aux_output_loss: 1.1715

363/363 [==============================] - 1s 2ms/step - loss: 0.5297 - main_output_loss: 0.4587 - aux_output_loss: 1.1684 - val_loss: 0.6510 - val_main_output_loss: 0.4293 - val_aux_output_loss: 2.6468
Epoch 12/20

  1/363 [..............................] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4446 - aux_output_loss: 1.1036

 40/363 [==>...........................] - ETA: 0s - loss: 0.5035 - main_output_loss: 0.4283 - aux_output_loss: 1.1798

 82/363 [=====>........................] - ETA: 0s - loss: 0.5196 - main_output_loss: 0.4472 - aux_output_loss: 1.1718

123/363 [=========>....................] - ETA: 0s - loss: 0.5223 - main_output_loss: 0.4513 - aux_output_loss: 1.1609

155/363 [===========>..................] - ETA: 0s - loss: 0.5219 - main_output_loss: 0.4515 - aux_output_loss: 1.1549

185/363 [==============>...............] - ETA: 0s - loss: 0.5202 - main_output_loss: 0.4503 - aux_output_loss: 1.1491

230/363 [==================>...........] - ETA: 0s - loss: 0.5184 - main_output_loss: 0.4490 - aux_output_loss: 1.1430

272/363 [=====================>........] - ETA: 0s - loss: 0.5178 - main_output_loss: 0.4488 - aux_output_loss: 1.1384

308/363 [========================>.....]
 - ETA: 0s - loss: 0.5178 - main_output_loss: 0.4493 - aux_output_loss: 1.1346

337/363 [==========================>...] - ETA: 0s - loss: 0.5181 - main_output_loss: 0.4498 - aux_output_loss: 1.1324

363/363 [==============================] - 1s 2ms/step - loss: 0.5181 - main_output_loss: 0.4501 - aux_output_loss: 1.1305 - val_loss: 0.6051 - val_main_output_loss: 0.4310 - val_aux_output_loss: 2.1722
Epoch 13/20

  1/363 [..............................] - ETA: 0s - loss: 0.4173 - main_output_loss: 0.3711 - aux_output_loss: 0.8333

 39/363 [==>...........................] - ETA: 0s - loss: 0.4489 - main_output_loss: 0.3894 - aux_output_loss: 0.9839

 78/363 [=====>........................] - ETA: 0s - loss: 0.4859 - main_output_loss: 0.4258 - aux_output_loss: 1.0271

117/363 [========>.....................] - ETA: 0s - loss: 0.5017 - main_output_loss: 0.4414 - aux_output_loss: 1.0441

154/363 [===========>..................] - ETA: 0s - loss: 0.5092 - main_output_loss: 0.4488 - aux_output_loss: 1.0523

187/363 [==============>...............] - ETA: 0s - loss: 0.5126 - main_output_loss: 0.4519 - aux_output_loss: 1.0590

210/363 [================>.............] - ETA: 0s - loss: 0.5132 - main_output_loss: 0.4524 - aux_output_loss: 1.0610

226/363 [=================>............] - ETA: 0s - loss: 0.5131 - main_output_loss: 0.4522 - aux_output_loss: 1.0614

249/363 [===================>..........]
 - ETA: 0s - loss: 0.5126 - main_output_loss: 0.4516 - aux_output_loss: 1.0614

271/363 [=====================>........] - ETA: 0s - loss: 0.5118 - main_output_loss: 0.4508 - aux_output_loss: 1.0612

290/363 [======================>.......] - ETA: 0s - loss: 0.5113 - main_output_loss: 0.4502 - aux_output_loss: 1.0611

310/363 [========================>.....] - ETA: 0s - loss: 0.5108 - main_output_loss: 0.4496 - aux_output_loss: 1.0610

334/363 [==========================>...] - ETA: 0s - loss: 0.5102 - main_output_loss: 0.4489 - aux_output_loss: 1.0610

363/363 [==============================] - 1s 2ms/step - loss: 0.5100 - main_output_loss: 0.4487 - aux_output_loss: 1.0620 - val_loss: 0.5644 - val_main_output_loss: 0.4161 - val_aux_output_loss: 1.8992
Epoch 14/20

  1/363 [..............................] - ETA: 0s - loss: 0.4319 - main_output_loss: 0.3591 - aux_output_loss: 1.0875

 22/363 [>.............................] - ETA: 0s - loss: 0.5192 - main_output_loss: 0.4567 - aux_output_loss: 1.0816

 49/363 [===>..........................] - ETA: 0s - loss: 0.5155 - main_output_loss: 0.4534 - aux_output_loss: 1.0747

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 87/363 [======>.......................] - ETA: 0s - loss: 0.5145 - main_output_loss: 0.4526 - aux_output_loss: 1.0711

111/363 [========>.....................] - ETA: 0s - loss: 0.5131 - main_output_loss: 0.4517 - aux_output_loss: 1.0659

136/363 [==========>...................] - ETA: 0s - loss: 0.5119 - main_output_loss: 0.4509 - aux_output_loss: 1.0611

172/363 [=============>................] - ETA: 0s - loss: 0.5095 - main_output_loss: 0.4489 - aux_output_loss: 1.0549

192/363 [==============>...............] - ETA: 0s - loss: 0.5087 - main_output_loss: 0.4482 - aux_output_loss: 1.0529

227/363 [=================>............] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4479 - aux_output_loss: 1.0512

266/363 [====================>.........] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4479 - aux_output_loss: 1.0513

303/363 [========================>.....] - ETA: 0s - loss: 0.5074 - main_output_loss: 0.4471 - aux_output_loss: 1.0507

326/363 [=========================>....] - ETA: 0s - loss: 0.5069 - main_output_loss: 0.4466 - aux_output_loss: 1.0504

342/363 [===========================>..] - ETA: 0s - loss: 0.5067 - main_output_loss: 0.4463 - aux_output_loss: 1.0503

363/363 [==============================] - ETA: 0s - loss: 0.5064 - main_output_loss: 0.4459 - aux_output_loss: 1.0503

363/363 [==============================] - 1s 3ms/step - loss: 0.5064 - main_output_loss: 0.4459 - aux_output_loss: 1.0503 - val_loss: 0.5354 - val_main_output_loss: 0.4119 - val_aux_output_loss: 1.6466
Epoch 15/20

  1/363 [..............................] - ETA: 0s - loss: 1.3265 - main_output_loss: 1.3864 - aux_output_loss: 0.7875

 22/363 [>.............................] - ETA: 0s - loss: 0.6262 - main_output_loss: 0.5864 - aux_output_loss: 0.9841

 44/363 [==>...........................] - ETA: 0s - loss: 0.5690 - main_output_loss: 0.5209 - aux_output_loss: 1.0019

 66/363 [====>.........................] - ETA: 0s - loss: 0.5455 - main_output_loss: 0.4943 - aux_output_loss: 1.0063

 93/363 [======>.......................] - ETA: 0s - loss: 0.5309 - main_output_loss: 0.4778 - aux_output_loss: 1.0088

127/363 [=========>....................] - ETA: 0s - loss: 0.5214 - main_output_loss: 0.4673 - aux_output_loss: 1.0086

153/363 [===========>..................] - ETA: 0s - loss: 0.5149 - main_output_loss: 0.4602 - aux_output_loss: 1.0072

182/363 [==============>...............] - ETA: 0s - loss: 0.5092 - main_output_loss: 0.4538 - aux_output_loss: 1.0079

204/363 [===============>..............] - ETA: 0s - loss: 0.5068 - main_output_loss: 0.4509 - aux_output_loss: 1.0096

235/363 [==================>...........] - ETA: 0s - loss: 0.5054 - main_output_loss: 0.4489 - aux_output_loss: 1.0135

265/363 [====================>.........] - ETA: 0s - loss: 0.5041 - main_output_loss: 0.4473 - aux_output_loss: 1.0157

302/363 [=======================>......] - ETA: 0s - loss: 0.5032 - main_output_loss: 0.4460 - aux_output_loss: 1.0182

340/363 [===========================>..] - ETA: 0s - loss: 0.5030 - main_output_loss: 0.4456 - aux_output_loss: 1.0201

363/363 [==============================] - 1s 2ms/step - loss: 0.5027 - main_output_loss: 0.4452 - aux_output_loss: 1.0207 - val_loss: 0.5124 - val_main_output_loss: 0.4047 - val_aux_output_loss: 1.4812
Epoch 16/20

  1/363 [..............................] - ETA: 1s - loss: 0.2874 - main_output_loss: 0.2444 - aux_output_loss: 0.6744

 28/363 [=>............................] - ETA: 0s - loss: 0.5022 - main_output_loss: 0.4376 - aux_output_loss: 1.0839

 55/363 [===>..........................] - ETA: 0s - loss: 0.5089 - main_output_loss: 0.4483 - aux_output_loss: 1.0541

 83/363 [=====>........................] - ETA: 0s - loss: 0.5087 - main_output_loss: 0.4497 - aux_output_loss: 1.0402

114/363 [========>.....................] - ETA: 0s - loss: 0.5090 - main_output_loss: 0.4508 - aux_output_loss: 1.0329

152/363 [===========>..................] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4528 - aux_output_loss: 1.0306

180/363 [=============>................] - ETA: 0s - loss: 0.5106 - main_output_loss: 0.4529 - aux_output_loss: 1.0299

213/363 [================>.............] - ETA: 0s - loss: 0.5105 - main_output_loss: 0.4527 - aux_output_loss: 1.0308

249/363 [===================>..........] - ETA: 0s - loss: 0.5094 - main_output_loss: 0.4515 - aux_output_loss: 1.0304

285/363 [======================>.......] - ETA: 0s - loss: 0.5082 - main_output_loss: 0.4504 - aux_output_loss: 1.0288

319/363 [=========================>....] - ETA: 0s - loss: 0.5073 - main_output_loss: 0.4495 - aux_output_loss: 1.0273

346/363 [===========================>..] - ETA: 0s - loss: 0.5063 - main_output_loss: 0.4486 - aux_output_loss: 1.0258

363/363 [==============================] - 1s 2ms/step - loss: 0.5057 - main_output_loss: 0.4480 - aux_output_loss: 1.0249 - val_loss: 0.4934 - val_main_output_loss: 0.4034 - val_aux_output_loss: 1.3035
Epoch 17/20

  1/363 [..............................] - ETA: 1s - loss: 0.3613 - main_output_loss: 0.2673 - aux_output_loss: 1.2071

 23/363 [>.............................] - ETA: 0s - loss: 0.5628 - main_output_loss: 0.4954 - aux_output_loss: 1.1702

 48/363 [==>...........................] - ETA: 0s - loss: 0.5489 - main_output_loss: 0.4863 - aux_output_loss: 1.1118

 82/363 [=====>........................] - ETA: 0s - loss: 0.5302 - main_output_loss: 0.4692 - aux_output_loss: 1.0786

109/363 [========>.....................] - ETA: 0s - loss: 0.5199 - main_output_loss: 0.4596 - aux_output_loss: 1.0631

144/363 [==========>...................] - ETA: 0s - loss: 0.5109 - main_output_loss: 0.4515 - aux_output_loss: 1.0463

178/363 [=============>................] - ETA: 0s - loss: 0.5052 - main_output_loss: 0.4464 - aux_output_loss: 1.0346

213/363 [================>.............] - ETA: 0s - loss: 0.5006 - main_output_loss: 0.4423 - aux_output_loss: 1.0255

247/363 [===================>..........] - ETA: 0s - loss: 0.4976 - main_output_loss: 0.4396 - aux_output_loss: 1.0192

270/363 [=====================>........] - ETA: 0s - loss: 0.4962 - main_output_loss: 0.4384 - aux_output_loss: 1.0160

304/363 [========================>.....] - ETA: 0s - loss: 0.4947 - main_output_loss: 0.4372 - aux_output_loss: 1.0124

343/363 [===========================>..] - ETA: 0s - loss: 0.4935 - main_output_loss: 0.4363 - aux_output_loss: 1.0089

363/363 [==============================] - 1s 2ms/step - loss: 0.4931 - main_output_loss: 0.4360 - aux_output_loss: 1.0075 - val_loss: 0.4801 - val_main_output_loss: 0.3984 - val_aux_output_loss: 1.2150
Epoch 18/20

  1/363 [..............................] - ETA: 0s - loss: 0.7497 - main_output_loss: 0.6708 - aux_output_loss: 1.4594

 33/363 [=>............................] - ETA: 0s - loss: 0.5201 - main_output_loss: 0.4539 - aux_output_loss: 1.1154

 55/363 [===>..........................] - ETA: 0s - loss: 0.5123 - main_output_loss: 0.4486 - aux_output_loss: 1.0857

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 93/363 [======>.......................] - ETA: 0s - loss: 0.5003 - main_output_loss: 0.4389 - aux_output_loss: 1.0533

105/363 [=======>......................] - ETA: 0s - loss: 0.4985 - main_output_loss: 0.4377 - aux_output_loss: 1.0459

127/363 [=========>....................] - ETA: 0s - loss: 0.4986 - main_output_loss: 0.4385 - aux_output_loss: 1.0390

155/363 [===========>..................] - ETA: 0s - loss: 0.4992 - main_output_loss: 0.4398 - aux_output_loss: 1.0336

179/363 [=============>................] - ETA: 0s - loss: 0.4982 - main_output_loss: 0.4392 - aux_output_loss: 1.0291

200/363 [===============>..............] - ETA: 0s - loss: 0.4969 - main_output_loss: 0.4382 - aux_output_loss: 1.0254

225/363 [=================>............] - ETA: 0s - loss: 0.4958 - main_output_loss: 0.4374 - aux_output_loss: 1.0217

241/363 [==================>...........] - ETA: 0s - loss: 0.4954 - main_output_loss: 0.4371 - aux_output_loss: 1.0197

264/363 [====================>.........] - ETA: 0s - loss: 0.4949 - main_output_loss: 0.4369 - aux_output_loss: 1.0171

282/363 [======================>.......] - ETA: 0s - loss: 0.4943 - main_output_loss: 0.4365 - aux_output_loss: 1.0146

302/363 [=======================>......] - ETA: 0s - loss: 0.4937 - main_output_loss: 0.4361 - aux_output_loss: 1.0120

324/363 [=========================>....] - ETA: 0s - loss: 0.4931 - main_output_loss: 0.4357 - aux_output_loss: 1.0094

343/363 [===========================>..] - ETA: 0s - loss: 0.4926 - main_output_loss: 0.4354 - aux_output_loss: 1.0075

362/363 [============================>.] - ETA: 0s - loss: 0.4922 - main_output_loss: 0.4352 - aux_output_loss: 1.0055

363/363 [==============================] - 1s 3ms/step - loss: 0.4922 - main_output_loss: 0.4352 - aux_output_loss: 1.0053 - val_loss: 0.4694 - val_main_output_loss: 0.3962 - val_aux_output_loss: 1.1279
Epoch 19/20

  1/363 [..............................] - ETA: 0s - loss: 0.3821 - main_output_loss: 0.3659 - aux_output_loss: 0.5277

 29/363 [=>............................] - ETA: 0s - loss: 0.4360 - main_output_loss: 0.3876 - aux_output_loss: 0.8720

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129/363 [=========>....................] - ETA: 0s - loss: 0.4530 - main_output_loss: 0.4019 - aux_output_loss: 0.9126

132/363 [=========>....................] - ETA: 0s - loss: 0.4532 - main_output_loss: 0.4021 - aux_output_loss: 0.9132

166/363 [============>.................] - ETA: 0s - loss: 0.4557 - main_output_loss: 0.4043 - aux_output_loss: 0.9188

202/363 [===============>..............] - ETA: 0s - loss: 0.4579 - main_output_loss: 0.4062 - aux_output_loss: 0.9231

227/363 [=================>............] - ETA: 0s - loss: 0.4590 - main_output_loss: 0.4072 - aux_output_loss: 0.9252

249/363 [===================>..........] - ETA: 0s - loss: 0.4600 - main_output_loss: 0.4082 - aux_output_loss: 0.9260

269/363 [=====================>........] - ETA: 0s - loss: 0.4607 - main_output_loss: 0.4090 - aux_output_loss: 0.9264

290/363 [======================>.......] - ETA: 0s - loss: 0.4619 - main_output_loss: 0.4101 - aux_output_loss: 0.9274

315/363 [=========================>....] - ETA: 0s - loss: 0.4633 - main_output_loss: 0.4116 - aux_output_loss: 0.9292

342/363 [===========================>..] - ETA: 0s - loss: 0.4648 - main_output_loss: 0.4130 - aux_output_loss: 0.9310

363/363 [==============================] - 1s 2ms/step - loss: 0.4658 - main_output_loss: 0.4139 - aux_output_loss: 0.9323 - val_loss: 0.4580 - val_main_output_loss: 0.3936 - val_aux_output_loss: 1.0372
Epoch 20/20

  1/363 [..............................] - ETA: 1s - loss: 0.4328 - main_output_loss: 0.3473 - aux_output_loss: 1.2019

 35/363 [=>............................] - ETA: 0s - loss: 0.4353 - main_output_loss: 0.3774 - aux_output_loss: 0.9565

 68/363 [====>.........................] - ETA: 0s - loss: 0.4337 - main_output_loss: 0.3795 - aux_output_loss: 0.9220

 83/363 [=====>........................] - ETA: 0s - loss: 0.4357 - main_output_loss: 0.3822 - aux_output_loss: 0.9172

103/363 [=======>......................] - ETA: 0s - loss: 0.4382 - main_output_loss: 0.3854 - aux_output_loss: 0.9134

131/363 [=========>....................] - ETA: 0s - loss: 0.4409 - main_output_loss: 0.3886 - aux_output_loss: 0.9121

158/363 [============>.................] - ETA: 0s - loss: 0.4430 - main_output_loss: 0.3909 - aux_output_loss: 0.9122

181/363 [=============>................] - ETA: 0s - loss: 0.4454 - main_output_loss: 0.3934 - aux_output_loss: 0.9137

205/363 [===============>..............] - ETA: 0s - loss: 0.4476 - main_output_loss: 0.3956 - aux_output_loss: 0.9152

232/363 [==================>...........] - ETA: 0s - loss: 0.4501 - main_output_loss: 0.3982 - aux_output_loss: 0.9171

254/363 [===================>..........] - ETA: 0s - loss: 0.4521 - main_output_loss: 0.4003 - aux_output_loss: 0.9187

276/363 [=====================>........] - ETA: 0s - loss: 0.4537 - main_output_loss: 0.4019 - aux_output_loss: 0.9200

306/363 [========================>.....] - ETA: 0s - loss: 0.4559 - main_output_loss: 0.4041 - aux_output_loss: 0.9219

343/363 [===========================>..] - ETA: 0s - loss: 0.4579 - main_output_loss: 0.4061 - aux_output_loss: 0.9236

363/363 [==============================] - 1s 3ms/step - loss: 0.4589 - main_output_loss: 0.4072 - aux_output_loss: 0.9243 - val_loss: 0.4655 - val_main_output_loss: 0.4048 - val_aux_output_loss: 1.0118
total_loss, main_loss, aux_loss = model.evaluate(
    [X_test_A, X_test_B], [y_test, y_test])
y_pred_main, y_pred_aux = model.predict([X_new_A, X_new_B])
  1/162 [..............................] - ETA: 3s - loss: 0.5340 - main_output_loss: 0.4618 - aux_output_loss: 1.1840

 23/162 [===>..........................] - ETA: 0s - loss: 0.4648 - main_output_loss: 0.4149 - aux_output_loss: 0.9139

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 87/162 [===============>..............] - ETA: 0s - loss: 0.4673 - main_output_loss: 0.4202 - aux_output_loss: 0.8909

105/162 [==================>...........] - ETA: 0s - loss: 0.4716 - main_output_loss: 0.4248 - aux_output_loss: 0.8935

106/162 [==================>...........] - ETA: 0s - loss: 0.4711 - main_output_loss: 0.4243 - aux_output_loss: 0.8925

108/162 [===================>..........] - ETA: 0s - loss: 0.4690 - main_output_loss: 0.4223 - aux_output_loss: 0.8891

116/162 [====================>.........] - ETA: 0s - loss: 0.4718 - main_output_loss: 0.4246 - aux_output_loss: 0.8973

141/162 [=========================>....] - ETA: 0s - loss: 0.4683 - main_output_loss: 0.4201 - aux_output_loss: 0.9020

162/162 [==============================] - ETA: 0s - loss: 0.4668 - main_output_loss: 0.4178 - aux_output_loss: 0.9082

162/162 [==============================] - 1s 4ms/step - loss: 0.4668 - main_output_loss: 0.4178 - aux_output_loss: 0.9082
WARNING:tensorflow:5 out of the last 7 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1414b3f70> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.

The subclassing API

class WideAndDeepModel(keras.models.Model):
    def __init__(self, units=30, activation="relu", **kwargs):
        super().__init__(**kwargs)
        self.hidden1 = keras.layers.Dense(units, activation=activation)
        self.hidden2 = keras.layers.Dense(units, activation=activation)
        self.main_output = keras.layers.Dense(1)
        self.aux_output = keras.layers.Dense(1)
        
    def call(self, inputs):
        input_A, input_B = inputs
        hidden1 = self.hidden1(input_B)
        hidden2 = self.hidden2(hidden1)
        concat = keras.layers.concatenate([input_A, hidden2])
        main_output = self.main_output(concat)
        aux_output = self.aux_output(hidden2)
        return main_output, aux_output

model = WideAndDeepModel(30, activation="relu")
model.compile(loss="mse",
              loss_weights=[0.9, 0.1],
              optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(
    (X_train_A, X_train_B), (y_train, y_train),
    epochs=10,
    validation_data=((X_valid_A, X_valid_B), (y_valid, y_valid)))
total_loss, main_loss, aux_loss = model.evaluate((X_test_A, X_test_B),
                                                 (y_test, y_test))
y_pred_main, y_pred_aux = model.predict((X_new_A, X_new_B))
Epoch 1/10
  1/363 [..............................] - ETA: 14:15 - loss: 6.1637 - output_1_loss: 6.2747 - output_2_loss: 5.1650

 21/363 [>.............................] - ETA: 0s - loss: 5.4827 - output_1_loss: 5.5757 - output_2_loss: 4.6458   

 46/363 [==>...........................] - ETA: 0s - loss: 5.2198 - output_1_loss: 5.2884 - output_2_loss: 4.6027

 64/363 [====>.........................] - ETA: 0s - loss: 5.0080 - output_1_loss: 5.0620 - output_2_loss: 4.5222

 81/363 [=====>........................] - ETA: 0s - loss: 4.8353 - output_1_loss: 4.8768 - output_2_loss: 4.4626

114/363 [========>.....................] - ETA: 0s - loss: 4.5520 - output_1_loss: 4.5734 - output_2_loss: 4.3596

144/363 [==========>...................] - ETA: 0s - loss: 4.3291 - output_1_loss: 4.3357 - output_2_loss: 4.2693

179/363 [=============>................] - ETA: 0s - loss: 4.1064 - output_1_loss: 4.0990 - output_2_loss: 4.1729

203/363 [===============>..............] - ETA: 0s - loss: 3.9696 - output_1_loss: 3.9542 - output_2_loss: 4.1085

235/363 [==================>...........] - ETA: 0s - loss: 3.8241 - output_1_loss: 3.7981 - output_2_loss: 4.0582

257/363 [====================>.........] - ETA: 0s - loss: 3.7399 - output_1_loss: 3.7072 - output_2_loss: 4.0342

271/363 [=====================>........] - ETA: 0s - loss: 3.6884 - output_1_loss: 3.6520 - output_2_loss: 4.0168

288/363 [======================>.......] - ETA: 0s - loss: 3.6285 - output_1_loss: 3.5878 - output_2_loss: 3.9950

310/363 [========================>.....] - ETA: 0s - loss: 3.5538 - output_1_loss: 3.5082 - output_2_loss: 3.9639

329/363 [==========================>...] - ETA: 0s - loss: 3.4920 - output_1_loss: 3.4427 - output_2_loss: 3.9353

344/363 [===========================>..] - ETA: 0s - loss: 3.4452 - output_1_loss: 3.3933 - output_2_loss: 3.9126

357/363 [============================>.] - ETA: 0s - loss: 3.4061 - output_1_loss: 3.3520 - output_2_loss: 3.8928

363/363 [==============================] - 4s 5ms/step - loss: 3.3855 - output_1_loss: 3.3304 - output_2_loss: 3.8821 - val_loss: 2.1435 - val_output_1_loss: 1.1581 - val_output_2_loss: 11.0117
Epoch 2/10

  1/363 [..............................] - ETA: 1s - loss: 0.8675 - output_1_loss: 0.7433 - output_2_loss: 1.9850

 16/363 [>.............................] - ETA: 1s - loss: 1.5372 - output_1_loss: 1.2124 - output_2_loss: 4.4604

 34/363 [=>............................] - ETA: 1s - loss: 1.4401 - output_1_loss: 1.1637 - output_2_loss: 3.9275

 63/363 [====>.........................] - ETA: 0s - loss: 1.3408 - output_1_loss: 1.1099 - output_2_loss: 3.4191

 97/363 [=======>......................] - ETA: 0s - loss: 1.2648 - output_1_loss: 1.0631 - output_2_loss: 3.0806

118/363 [========>.....................] - ETA: 0s - loss: 1.2314 - output_1_loss: 1.0409 - output_2_loss: 2.9455

140/363 [==========>...................] - ETA: 0s - loss: 1.2038 - output_1_loss: 1.0219 - output_2_loss: 2.8410

166/363 [============>.................] - ETA: 0s - loss: 1.1797 - output_1_loss: 1.0056 - output_2_loss: 2.7473

195/363 [===============>..............] - ETA: 0s - loss: 1.1564 - output_1_loss: 0.9890 - output_2_loss: 2.6634

218/363 [=================>............] - ETA: 0s - loss: 1.1414 - output_1_loss: 0.9781 - output_2_loss: 2.6108

235/363 [==================>...........] - ETA: 0s - loss: 1.1315 - output_1_loss: 0.9710 - output_2_loss: 2.5765

256/363 [====================>.........] - ETA: 0s - loss: 1.1207 - output_1_loss: 0.9632 - output_2_loss: 2.5384

275/363 [=====================>........] - ETA: 0s - loss: 1.1121 - output_1_loss: 0.9570 - output_2_loss: 2.5075

288/363 [======================>.......] - ETA: 0s - loss: 1.1064 - output_1_loss: 0.9529 - output_2_loss: 2.4879

295/363 [=======================>......] - ETA: 0s - loss: 1.1034 - output_1_loss: 0.9507 - output_2_loss: 2.4777

300/363 [=======================>......] - ETA: 0s - loss: 1.1013 - output_1_loss: 0.9492 - output_2_loss: 2.4707

315/363 [=========================>....] - ETA: 0s - loss: 1.0954 - output_1_loss: 0.9448 - output_2_loss: 2.4506

331/363 [==========================>...] - ETA: 0s - loss: 1.0896 - output_1_loss: 0.9406 - output_2_loss: 2.4307

350/363 [===========================>..] - ETA: 0s - loss: 1.0833 - output_1_loss: 0.9360 - output_2_loss: 2.4089

362/363 [============================>.] - ETA: 0s - loss: 1.0796 - output_1_loss: 0.9333 - output_2_loss: 2.3963

363/363 [==============================] - 1s 3ms/step - loss: 1.0790 - output_1_loss: 0.9329 - output_2_loss: 2.3942 - val_loss: 1.7567 - val_output_1_loss: 0.8205 - val_output_2_loss: 10.1825
Epoch 3/10

  1/363 [..............................] - ETA: 1s - loss: 0.5818 - output_1_loss: 0.5004 - output_2_loss: 1.3153

 10/363 [..............................] - ETA: 1s - loss: 0.8900 - output_1_loss: 0.7930 - output_2_loss: 1.7636

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 77/363 [=====>........................] - ETA: 1s - loss: 0.8750 - output_1_loss: 0.7735 - output_2_loss: 1.7891

104/363 [=======>......................] - ETA: 0s - loss: 0.8805 - output_1_loss: 0.7722 - output_2_loss: 1.8558

123/363 [=========>....................] - ETA: 0s - loss: 0.8812 - output_1_loss: 0.7711 - output_2_loss: 1.8723

146/363 [===========>..................] - ETA: 0s - loss: 0.8817 - output_1_loss: 0.7708 - output_2_loss: 1.8805

174/363 [=============>................] - ETA: 0s - loss: 0.8825 - output_1_loss: 0.7715 - output_2_loss: 1.8822

205/363 [===============>..............] - ETA: 0s - loss: 0.8817 - output_1_loss: 0.7710 - output_2_loss: 1.8776

242/363 [===================>..........] - ETA: 0s - loss: 0.8773 - output_1_loss: 0.7678 - output_2_loss: 1.8626

267/363 [=====================>........] - ETA: 0s - loss: 0.8742 - output_1_loss: 0.7656 - output_2_loss: 1.8518

278/363 [=====================>........] - ETA: 0s - loss: 0.8729 - output_1_loss: 0.7646 - output_2_loss: 1.8473

284/363 [======================>.......] - ETA: 0s - loss: 0.8722 - output_1_loss: 0.7641 - output_2_loss: 1.8450

304/363 [========================>.....] - ETA: 0s - loss: 0.8701 - output_1_loss: 0.7626 - output_2_loss: 1.8380

321/363 [=========================>....] - ETA: 0s - loss: 0.8685 - output_1_loss: 0.7614 - output_2_loss: 1.8326

341/363 [===========================>..] - ETA: 0s - loss: 0.8667 - output_1_loss: 0.7601 - output_2_loss: 1.8267

362/363 [============================>.] - ETA: 0s - loss: 0.8646 - output_1_loss: 0.7584 - output_2_loss: 1.8200

363/363 [==============================] - 1s 3ms/step - loss: 0.8644 - output_1_loss: 0.7583 - output_2_loss: 1.8194 - val_loss: 1.5664 - val_output_1_loss: 0.7913 - val_output_2_loss: 8.5419
Epoch 4/10

  1/363 [..............................] - ETA: 0s - loss: 0.4651 - output_1_loss: 0.4189 - output_2_loss: 0.8809

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 67/363 [====>.........................] - ETA: 0s - loss: 0.7992 - output_1_loss: 0.7204 - output_2_loss: 1.5088

 90/363 [======>.......................] - ETA: 0s - loss: 0.8049 - output_1_loss: 0.7241 - output_2_loss: 1.5317

116/363 [========>.....................] - ETA: 0s - loss: 0.8014 - output_1_loss: 0.7193 - output_2_loss: 1.5397

139/363 [==========>...................] - ETA: 0s - loss: 0.7982 - output_1_loss: 0.7154 - output_2_loss: 1.5437

164/363 [============>.................] - ETA: 0s - loss: 0.7953 - output_1_loss: 0.7120 - output_2_loss: 1.5449

191/363 [==============>...............] - ETA: 0s - loss: 0.7945 - output_1_loss: 0.7101 - output_2_loss: 1.5543

209/363 [================>.............] - ETA: 0s - loss: 0.7944 - output_1_loss: 0.7091 - output_2_loss: 1.5621

235/363 [==================>...........] - ETA: 0s - loss: 0.7932 - output_1_loss: 0.7071 - output_2_loss: 1.5683

246/363 [===================>..........] - ETA: 0s - loss: 0.7925 - output_1_loss: 0.7061 - output_2_loss: 1.5699

280/363 [======================>.......] - ETA: 0s - loss: 0.7907 - output_1_loss: 0.7037 - output_2_loss: 1.5733

314/363 [========================>.....] - ETA: 0s - loss: 0.7883 - output_1_loss: 0.7012 - output_2_loss: 1.5723

347/363 [===========================>..] - ETA: 0s - loss: 0.7861 - output_1_loss: 0.6990 - output_2_loss: 1.5702

363/363 [==============================] - 1s 3ms/step - loss: 0.7850 - output_1_loss: 0.6979 - output_2_loss: 1.5689 - val_loss: 1.3088 - val_output_1_loss: 0.6549 - val_output_2_loss: 7.1933
Epoch 5/10

  1/363 [..............................] - ETA: 0s - loss: 0.9750 - output_1_loss: 0.8279 - output_2_loss: 2.2985

 30/363 [=>............................] - ETA: 0s - loss: 0.7661 - output_1_loss: 0.6767 - output_2_loss: 1.5709

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 95/363 [======>.......................] - ETA: 0s - loss: 0.7571 - output_1_loss: 0.6746 - output_2_loss: 1.4994

125/363 [=========>....................] - ETA: 0s - loss: 0.7558 - output_1_loss: 0.6744 - output_2_loss: 1.4883

160/363 [============>.................] - ETA: 0s - loss: 0.7490 - output_1_loss: 0.6689 - output_2_loss: 1.4698

188/363 [==============>...............] - ETA: 0s - loss: 0.7442 - output_1_loss: 0.6648 - output_2_loss: 1.4591

216/363 [================>.............] - ETA: 0s - loss: 0.7398 - output_1_loss: 0.6607 - output_2_loss: 1.4511

248/363 [===================>..........] - ETA: 0s - loss: 0.7359 - output_1_loss: 0.6571 - output_2_loss: 1.4448

279/363 [======================>.......] - ETA: 0s - loss: 0.7332 - output_1_loss: 0.6545 - output_2_loss: 1.4410

310/363 [========================>.....] - ETA: 0s - loss: 0.7314 - output_1_loss: 0.6523 - output_2_loss: 1.4430

345/363 [===========================>..] - ETA: 0s - loss: 0.7299 - output_1_loss: 0.6505 - output_2_loss: 1.4448

363/363 [==============================] - 1s 3ms/step - loss: 0.7294 - output_1_loss: 0.6499 - output_2_loss: 1.4452 - val_loss: 1.1357 - val_output_1_loss: 0.5964 - val_output_2_loss: 5.9898
Epoch 6/10

  1/363 [..............................] - ETA: 0s - loss: 0.5235 - output_1_loss: 0.5093 - output_2_loss: 0.6513

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 61/363 [====>.........................] - ETA: 0s - loss: 0.6790 - output_1_loss: 0.6046 - output_2_loss: 1.3486

 91/363 [======>.......................] - ETA: 0s - loss: 0.6843 - output_1_loss: 0.6091 - output_2_loss: 1.3608

124/363 [=========>....................] - ETA: 0s - loss: 0.6857 - output_1_loss: 0.6088 - output_2_loss: 1.3778

156/363 [===========>..................] - ETA: 0s - loss: 0.6862 - output_1_loss: 0.6080 - output_2_loss: 1.3902

189/363 [==============>...............] - ETA: 0s - loss: 0.6880 - output_1_loss: 0.6091 - output_2_loss: 1.3983

226/363 [=================>............] - ETA: 0s - loss: 0.6891 - output_1_loss: 0.6098 - output_2_loss: 1.4028

255/363 [====================>.........] - ETA: 0s - loss: 0.6886 - output_1_loss: 0.6092 - output_2_loss: 1.4030

284/363 [======================>.......] - ETA: 0s - loss: 0.6884 - output_1_loss: 0.6091 - output_2_loss: 1.4019

316/363 [=========================>....] - ETA: 0s - loss: 0.6882 - output_1_loss: 0.6091 - output_2_loss: 1.4001

345/363 [===========================>..] - ETA: 0s - loss: 0.6880 - output_1_loss: 0.6091 - output_2_loss: 1.3983

363/363 [==============================] - 1s 2ms/step - loss: 0.6880 - output_1_loss: 0.6092 - output_2_loss: 1.3974 - val_loss: 1.0036 - val_output_1_loss: 0.5937 - val_output_2_loss: 4.6933
Epoch 7/10

  1/363 [..............................] - ETA: 1s - loss: 0.9128 - output_1_loss: 0.8383 - output_2_loss: 1.5824

 37/363 [==>...........................] - ETA: 0s - loss: 0.7607 - output_1_loss: 0.6841 - output_2_loss: 1.4503

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 98/363 [=======>......................] - ETA: 0s - loss: 0.7388 - output_1_loss: 0.6598 - output_2_loss: 1.4496

136/363 [==========>...................] - ETA: 0s - loss: 0.7270 - output_1_loss: 0.6473 - output_2_loss: 1.4441

175/363 [=============>................] - ETA: 0s - loss: 0.7181 - output_1_loss: 0.6384 - output_2_loss: 1.4355

210/363 [================>.............] - ETA: 0s - loss: 0.7105 - output_1_loss: 0.6311 - output_2_loss: 1.4250

241/363 [==================>...........] - ETA: 0s - loss: 0.7053 - output_1_loss: 0.6263 - output_2_loss: 1.4156

271/363 [=====================>........] - ETA: 0s - loss: 0.7007 - output_1_loss: 0.6222 - output_2_loss: 1.4074

307/363 [========================>.....] - ETA: 0s - loss: 0.6968 - output_1_loss: 0.6187 - output_2_loss: 1.3997

344/363 [===========================>..] - ETA: 0s - loss: 0.6935 - output_1_loss: 0.6157 - output_2_loss: 1.3933

363/363 [==============================] - 1s 2ms/step - loss: 0.6918 - output_1_loss: 0.6143 - output_2_loss: 1.3899 - val_loss: 0.8904 - val_output_1_loss: 0.5591 - val_output_2_loss: 3.8714
Epoch 8/10

  1/363 [..............................] - ETA: 1s - loss: 0.4863 - output_1_loss: 0.4213 - output_2_loss: 1.0718

 21/363 [>.............................] - ETA: 0s - loss: 0.7032 - output_1_loss: 0.6439 - output_2_loss: 1.2367

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 62/363 [====>.........................] - ETA: 0s - loss: 0.7129 - output_1_loss: 0.6448 - output_2_loss: 1.3255

 89/363 [======>.......................] - ETA: 0s - loss: 0.6944 - output_1_loss: 0.6253 - output_2_loss: 1.3165

115/363 [========>.....................] - ETA: 0s - loss: 0.6835 - output_1_loss: 0.6140 - output_2_loss: 1.3088

139/363 [==========>...................] - ETA: 0s - loss: 0.6755 - output_1_loss: 0.6061 - output_2_loss: 1.3000

163/363 [============>.................] - ETA: 0s - loss: 0.6689 - output_1_loss: 0.5995 - output_2_loss: 1.2934

186/363 [==============>...............] - ETA: 0s - loss: 0.6636 - output_1_loss: 0.5942 - output_2_loss: 1.2884

213/363 [================>.............] - ETA: 0s - loss: 0.6591 - output_1_loss: 0.5896 - output_2_loss: 1.2846

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261/363 [====================>.........] - ETA: 0s - loss: 0.6547 - output_1_loss: 0.5852 - output_2_loss: 1.2807

285/363 [======================>.......] - ETA: 0s - loss: 0.6534 - output_1_loss: 0.5838 - output_2_loss: 1.2796

310/363 [========================>.....] - ETA: 0s - loss: 0.6523 - output_1_loss: 0.5826 - output_2_loss: 1.2792

342/363 [===========================>..] - ETA: 0s - loss: 0.6511 - output_1_loss: 0.5813 - output_2_loss: 1.2795

363/363 [==============================] - 1s 3ms/step - loss: 0.6504 - output_1_loss: 0.5805 - output_2_loss: 1.2797 - val_loss: 0.8009 - val_output_1_loss: 0.5243 - val_output_2_loss: 3.2903
Epoch 9/10

  1/363 [..............................] - ETA: 0s - loss: 0.4246 - output_1_loss: 0.3720 - output_2_loss: 0.8976

 38/363 [==>...........................] - ETA: 0s - loss: 0.5941 - output_1_loss: 0.5255 - output_2_loss: 1.2112

 70/363 [====>.........................] - ETA: 0s - loss: 0.6056 - output_1_loss: 0.5357 - output_2_loss: 1.2349

106/363 [=======>......................] - ETA: 0s - loss: 0.6129 - output_1_loss: 0.5423 - output_2_loss: 1.2483

140/363 [==========>...................] - ETA: 0s - loss: 0.6184 - output_1_loss: 0.5482 - output_2_loss: 1.2503

175/363 [=============>................] - ETA: 0s - loss: 0.6226 - output_1_loss: 0.5526 - output_2_loss: 1.2533

212/363 [================>.............] - ETA: 0s - loss: 0.6255 - output_1_loss: 0.5554 - output_2_loss: 1.2564

242/363 [===================>..........] - ETA: 0s - loss: 0.6268 - output_1_loss: 0.5567 - output_2_loss: 1.2572

278/363 [=====================>........] - ETA: 0s - loss: 0.6274 - output_1_loss: 0.5575 - output_2_loss: 1.2563

314/363 [========================>.....] - ETA: 0s - loss: 0.6274 - output_1_loss: 0.5577 - output_2_loss: 1.2550

345/363 [===========================>..] - ETA: 0s - loss: 0.6272 - output_1_loss: 0.5576 - output_2_loss: 1.2539

363/363 [==============================] - 1s 2ms/step - loss: 0.6270 - output_1_loss: 0.5574 - output_2_loss: 1.2533 - val_loss: 0.7357 - val_output_1_loss: 0.5144 - val_output_2_loss: 2.7275
Epoch 10/10

  1/363 [..............................] - ETA: 0s - loss: 0.9459 - output_1_loss: 0.8504 - output_2_loss: 1.8057

 37/363 [==>...........................] - ETA: 0s - loss: 0.6469 - output_1_loss: 0.5670 - output_2_loss: 1.3660

 75/363 [=====>........................] - ETA: 0s - loss: 0.6389 - output_1_loss: 0.5618 - output_2_loss: 1.3336

106/363 [=======>......................] - ETA: 0s - loss: 0.6337 - output_1_loss: 0.5583 - output_2_loss: 1.3124

140/363 [==========>...................] - ETA: 0s - loss: 0.6282 - output_1_loss: 0.5542 - output_2_loss: 1.2938

175/363 [=============>................] - ETA: 0s - loss: 0.6249 - output_1_loss: 0.5519 - output_2_loss: 1.2825

212/363 [================>.............] - ETA: 0s - loss: 0.6230 - output_1_loss: 0.5506 - output_2_loss: 1.2745

246/363 [===================>..........] - ETA: 0s - loss: 0.6210 - output_1_loss: 0.5492 - output_2_loss: 1.2673

277/363 [=====================>........] - ETA: 0s - loss: 0.6197 - output_1_loss: 0.5484 - output_2_loss: 1.2615

306/363 [========================>.....] - ETA: 0s - loss: 0.6185 - output_1_loss: 0.5475 - output_2_loss: 1.2573

343/363 [===========================>..] - ETA: 0s - loss: 0.6169 - output_1_loss: 0.5463 - output_2_loss: 1.2523

363/363 [==============================] - 1s 2ms/step - loss: 0.6160 - output_1_loss: 0.5456 - output_2_loss: 1.2495 - val_loss: 0.6849 - val_output_1_loss: 0.5014 - val_output_2_loss: 2.3370
  1/162 [..............................] - ETA: 3s - loss: 0.6944 - output_1_loss: 0.6208 - output_2_loss: 1.3563

 41/162 [======>.......................] - ETA: 0s - loss: 0.5999 - output_1_loss: 0.5329 - output_2_loss: 1.2030

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114/162 [====================>.........] - ETA: 0s - loss: 0.5892 - output_1_loss: 0.5268 - output_2_loss: 1.1509

151/162 [==========================>...] - ETA: 0s - loss: 0.5835 - output_1_loss: 0.5196 - output_2_loss: 1.1592

162/162 [==============================] - 0s 1ms/step - loss: 0.5841 - output_1_loss: 0.5188 - output_2_loss: 1.1722
WARNING:tensorflow:6 out of the last 8 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1208a2af0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.

Saving and Restoring

np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Dense(30, activation="relu", input_shape=[8]),
    keras.layers.Dense(30, activation="relu"),
    keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
history = model.fit(X_train, y_train, epochs=10, validation_data=(X_valid, y_valid))
mse_test = model.evaluate(X_test, y_test)
Epoch 1/10
  1/363 [..............................] - ETA: 2:06 - loss: 7.8215

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334/363 [==========================>...] - ETA: 0s - loss: 3.4991

363/363 [==============================] - 1s 2ms/step - loss: 3.3697 - val_loss: 0.7126
Epoch 2/10

  1/363 [..............................] - ETA: 0s - loss: 0.6330

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333/363 [==========================>...] - ETA: 0s - loss: 0.6999

363/363 [==============================] - 1s 2ms/step - loss: 0.6964 - val_loss: 0.6880
Epoch 3/10

  1/363 [..............................] - ETA: 0s - loss: 0.4943

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320/363 [=========================>....] - ETA: 0s - loss: 0.6194

363/363 [==============================] - 1s 2ms/step - loss: 0.6167 - val_loss: 0.5803
Epoch 4/10

  1/363 [..............................] - ETA: 0s - loss: 0.3378

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166/363 [============>.................] - ETA: 0s - loss: 0.6038

211/363 [================>.............] - ETA: 0s - loss: 0.5992

254/363 [===================>..........] - ETA: 0s - loss: 0.5945

292/363 [=======================>......] - ETA: 0s - loss: 0.5910

320/363 [=========================>....] - ETA: 0s - loss: 0.5883

360/363 [============================>.] - ETA: 0s - loss: 0.5849

363/363 [==============================] - 1s 2ms/step - loss: 0.5846 - val_loss: 0.5166
Epoch 5/10
  1/363 [..............................] - ETA: 0s - loss: 0.6672

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346/363 [===========================>..] - ETA: 0s - loss: 0.5323

363/363 [==============================] - 1s 3ms/step - loss: 0.5321 - val_loss: 0.4895
Epoch 6/10

  1/363 [..............................] - ETA: 0s - loss: 0.4166

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121/363 [=========>....................] - ETA: 0s - loss: 0.5191

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363/363 [==============================] - 1s 3ms/step - loss: 0.5083 - val_loss: 0.4951
Epoch 7/10

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363/363 [==============================] - 1s 2ms/step - loss: 0.5044 - val_loss: 0.4861
Epoch 8/10

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363/363 [==============================] - 1s 3ms/step - loss: 0.4813 - val_loss: 0.4554
Epoch 9/10

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363/363 [==============================] - 2s 5ms/step - loss: 0.4627 - val_loss: 0.4413
Epoch 10/10

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path = "data/101/my_keras_model.h5"
# model.save(path)
model = keras.models.load_model(path)
model.predict(X_new)
WARNING:tensorflow:7 out of the last 9 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1208a2dc0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
array([[0.5400237],
       [1.6505971],
       [3.0098243]], dtype=float32)
# model.save_weights("data/101/my_keras_weights.ckpt")
model.load_weights("data/101/my_keras_weights.ckpt")
<tensorflow.python.training.tracking.util.CheckpointLoadStatus at 0x1411768e0>

Using Callbacks during Training

keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Dense(30, activation="relu", input_shape=[8]),
    keras.layers.Dense(30, activation="relu"),
    keras.layers.Dense(1)
])    
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
checkpoint_cb = keras.callbacks.ModelCheckpoint("data/101/my_keras_model2.h5", save_best_only=True)
history = model.fit(X_train, y_train, epochs=10,
                    validation_data=(X_valid, y_valid),
                    callbacks=[checkpoint_cb])

model = keras.models.load_model(
    "data/101/my_keras_model2.h5")  # rollback to best model
mse_test = model.evaluate(X_test, y_test)
Epoch 1/10
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363/363 [==============================] - 3s 6ms/step - loss: 3.3697 - val_loss: 0.7126
Epoch 2/10

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363/363 [==============================] - 1s 3ms/step - loss: 0.6964 - val_loss: 0.6880
Epoch 3/10

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363/363 [==============================] - 1s 2ms/step - loss: 0.6167 - val_loss: 0.5803
Epoch 4/10

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363/363 [==============================] - ETA: 0s - loss: 0.5846

363/363 [==============================] - 1s 3ms/step - loss: 0.5846 - val_loss: 0.5166
Epoch 5/10

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363/363 [==============================] - 2s 6ms/step - loss: 0.5321 - val_loss: 0.4895
Epoch 6/10

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363/363 [==============================] - 1s 3ms/step - loss: 0.5083 - val_loss: 0.4951
Epoch 7/10

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363/363 [==============================] - 2s 5ms/step - loss: 0.5044 - val_loss: 0.4861
Epoch 8/10

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363/363 [==============================] - 2s 4ms/step - loss: 0.4813 - val_loss: 0.4554
Epoch 9/10

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363/363 [==============================] - 2s 5ms/step - loss: 0.4627 - val_loss: 0.4413
Epoch 10/10

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363/363 [==============================] - 1s 4ms/step - loss: 0.4549 - val_loss: 0.4379
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model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
early_stopping_cb = keras.callbacks.EarlyStopping(patience=10,
                                                  restore_best_weights=True)
history = model.fit(X_train, y_train, epochs=100,
                    validation_data=(X_valid, y_valid),
                    callbacks=[checkpoint_cb, early_stopping_cb])
mse_test = model.evaluate(X_test, y_test)
Epoch 1/100
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363/363 [==============================] - 2s 3ms/step - loss: 0.4578 - val_loss: 0.4110
Epoch 2/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.4430 - val_loss: 0.4266
Epoch 3/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4376 - val_loss: 0.3996
Epoch 4/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4361 - val_loss: 0.3939
Epoch 5/100
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363/363 [==============================] - 2s 4ms/step - loss: 0.4204 - val_loss: 0.3889
Epoch 6/100

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363/363 [==============================] - 3s 7ms/step - loss: 0.4112 - val_loss: 0.3866
Epoch 7/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4226 - val_loss: 0.3860
Epoch 8/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4135 - val_loss: 0.3793
Epoch 9/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4039 - val_loss: 0.3746
Epoch 10/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4023 - val_loss: 0.3723
Epoch 11/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3950 - val_loss: 0.3697
Epoch 12/100
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363/363 [==============================] - 1s 3ms/step - loss: 0.3912 - val_loss: 0.3669
Epoch 13/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3939 - val_loss: 0.3661
Epoch 14/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3868 - val_loss: 0.3631
Epoch 15/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3878 - val_loss: 0.3660
Epoch 16/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3935 - val_loss: 0.3625
Epoch 17/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3817 - val_loss: 0.3592
Epoch 18/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3801 - val_loss: 0.3563
Epoch 19/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3679 - val_loss: 0.3535
Epoch 20/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3624 - val_loss: 0.3709
Epoch 21/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3746 - val_loss: 0.3512
Epoch 22/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3605 - val_loss: 0.3699
Epoch 23/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3822 - val_loss: 0.3476
Epoch 24/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3626 - val_loss: 0.3561
Epoch 25/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3610 - val_loss: 0.3527
Epoch 26/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3626 - val_loss: 0.3700
Epoch 27/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3685 - val_loss: 0.3432
Epoch 28/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3684 - val_loss: 0.3592
Epoch 29/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3581 - val_loss: 0.3521
Epoch 30/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3687 - val_loss: 0.3626
Epoch 31/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3613 - val_loss: 0.3431
Epoch 32/100

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363/363 [==============================] - 2s 6ms/step - loss: 0.3555 - val_loss: 0.3765
Epoch 33/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3620 - val_loss: 0.3374
Epoch 34/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3502 - val_loss: 0.3407
Epoch 35/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3471 - val_loss: 0.3614
Epoch 36/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3451 - val_loss: 0.3348
Epoch 37/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3780 - val_loss: 0.3573
Epoch 38/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3474 - val_loss: 0.3367
Epoch 39/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3689 - val_loss: 0.3425
Epoch 40/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3485 - val_loss: 0.3369
Epoch 41/100

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363/363 [==============================] - 3s 8ms/step - loss: 0.3675 - val_loss: 0.3515
Epoch 42/100

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363/363 [==============================] - 3s 9ms/step - loss: 0.3471 - val_loss: 0.3426
Epoch 43/100

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363/363 [==============================] - 3s 9ms/step - loss: 0.3545 - val_loss: 0.3677
Epoch 44/100

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363/363 [==============================] - 2s 7ms/step - loss: 0.3407 - val_loss: 0.3564
Epoch 45/100

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363/363 [==============================] - 3s 7ms/step - loss: 0.3554 - val_loss: 0.3336
Epoch 46/100

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363/363 [==============================] - 2s 6ms/step - loss: 0.3499 - val_loss: 0.3457
Epoch 47/100

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363/363 [==============================] - ETA: 0s - loss: 0.3624

363/363 [==============================] - 2s 5ms/step - loss: 0.3623 - val_loss: 0.3433
Epoch 48/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3401 - val_loss: 0.3659
Epoch 49/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3528 - val_loss: 0.3286
Epoch 50/100

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363/363 [==============================] - 2s 6ms/step - loss: 0.3560 - val_loss: 0.3268
Epoch 51/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3483 - val_loss: 0.3439
Epoch 52/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3405 - val_loss: 0.3263
Epoch 53/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3468 - val_loss: 0.3910
Epoch 54/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3337 - val_loss: 0.3275
Epoch 55/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3462 - val_loss: 0.3561
Epoch 56/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3342 - val_loss: 0.3237
Epoch 57/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3395 - val_loss: 0.3242
Epoch 58/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3315 - val_loss: 0.3765
Epoch 59/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3394 - val_loss: 0.3289
Epoch 60/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3378 - val_loss: 0.3502
Epoch 61/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3522 - val_loss: 0.3456
Epoch 62/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3473 - val_loss: 0.3445
Epoch 63/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3427 - val_loss: 0.3290
Epoch 64/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3212 - val_loss: 0.3217
Epoch 65/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3374 - val_loss: 0.3351
Epoch 66/100

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363/363 [==============================] - ETA: 0s - loss: 0.3322

363/363 [==============================] - 1s 3ms/step - loss: 0.3323 - val_loss: 0.3232
Epoch 67/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3470 - val_loss: 0.3566
Epoch 68/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3316 - val_loss: 0.3257
Epoch 69/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3354 - val_loss: 0.3348
Epoch 70/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3316 - val_loss: 0.3560
Epoch 71/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3371 - val_loss: 0.3583
Epoch 72/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3201 - val_loss: 0.3287
Epoch 73/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3373 - val_loss: 0.3203
Epoch 74/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3327 - val_loss: 0.3840
Epoch 75/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3268 - val_loss: 0.3233
Epoch 76/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3322 - val_loss: 0.3476
Epoch 77/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3224 - val_loss: 0.3407
Epoch 78/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3331 - val_loss: 0.3462
Epoch 79/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3310 - val_loss: 0.3347
Epoch 80/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3323 - val_loss: 0.3354
Epoch 81/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3297 - val_loss: 0.3274
Epoch 82/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3441 - val_loss: 0.3167
Epoch 83/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3369 - val_loss: 0.3280
Epoch 84/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3182 - val_loss: 0.3634
Epoch 85/100

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Epoch 86/100

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Epoch 87/100
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Epoch 88/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3264 - val_loss: 0.3258
Epoch 89/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3210 - val_loss: 0.3630
Epoch 90/100

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Epoch 91/100

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Epoch 92/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3281 - val_loss: 0.3456
Epoch 93/100

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Epoch 94/100

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Epoch 95/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3230 - val_loss: 0.3379
Epoch 96/100

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162/162 [==============================] - 0s 813us/step - loss: 0.3310
class PrintValTrainRatioCallback(keras.callbacks.Callback):
    def on_epoch_end(self, epoch, logs):
        print("\nval/train: {:.2f}".format(logs["val_loss"] / logs["loss"]))
val_train_ratio_cb = PrintValTrainRatioCallback()
history = model.fit(X_train, y_train, epochs=1,
                    validation_data=(X_valid, y_valid),
                    callbacks=[val_train_ratio_cb])
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363/363 [==============================] - 1s 4ms/step - loss: 0.3302 - val_loss: 0.3556
val/train: 1.08

TensorBoard

root_logdir = os.path.join(os.curdir, "my_logs")
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/143592483.py in <module>
----> 1 root_logdir = os.path.join(os.curdir, "my_logs")

NameError: name 'os' is not defined
def get_run_logdir():
    import time
    run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
    return os.path.join(root_logdir, run_id)

run_logdir = get_run_logdir()
run_logdir
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in <module>
      4     return os.path.join(root_logdir, run_id)
      5 
----> 6 run_logdir = get_run_logdir()
      7 run_logdir

/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in get_run_logdir()
      2     import time
      3     run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
----> 4     return os.path.join(root_logdir, run_id)
      5 
      6 run_logdir = get_run_logdir()

NameError: name 'os' is not defined
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Dense(30, activation="relu", input_shape=[8]),
    keras.layers.Dense(30, activation="relu"),
    keras.layers.Dense(1)
])
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=1e-3))
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)
history = model.fit(X_train, y_train, epochs=30,
                    validation_data=(X_valid, y_valid),
                    callbacks=[checkpoint_cb, tensorboard_cb])
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/1661389648.py in <module>
----> 1 tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)
      2 history = model.fit(X_train, y_train, epochs=30,
      3                     validation_data=(X_valid, y_valid),
      4                     callbacks=[checkpoint_cb, tensorboard_cb])

NameError: name 'run_logdir' is not defined
keras.backend.clear_session()
np.random.seed(42)
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Dense(30, activation="relu", input_shape=[8]),
    keras.layers.Dense(30, activation="relu"),
    keras.layers.Dense(1)
])    
model.compile(loss="mse", optimizer=keras.optimizers.SGD(lr=0.05))
run_logdir2 = get_run_logdir()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/1034920852.py in <module>
----> 1 run_logdir2 = get_run_logdir()

/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/762858071.py in get_run_logdir()
      2     import time
      3     run_id = time.strftime("run_%Y_%m_%d-%H_%M_%S")
----> 4     return os.path.join(root_logdir, run_id)
      5 
      6 run_logdir = get_run_logdir()

NameError: name 'os' is not defined
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir2)
history = model.fit(X_train, y_train, epochs=30,
                    validation_data=(X_valid, y_valid),
                    callbacks=[checkpoint_cb, tensorboard_cb])
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/3682199650.py in <module>
----> 1 tensorboard_cb = keras.callbacks.TensorBoard(run_logdir2)
      2 history = model.fit(X_train, y_train, epochs=30,
      3                     validation_data=(X_valid, y_valid),
      4                     callbacks=[checkpoint_cb, tensorboard_cb])

NameError: name 'run_logdir2' is not defined
help(keras.callbacks.TensorBoard.__init__)
Help on function __init__ in module tensorflow.python.keras.callbacks:

__init__(self, log_dir='logs', histogram_freq=0, write_graph=True, write_images=False, update_freq='epoch', profile_batch=2, embeddings_freq=0, embeddings_metadata=None, **kwargs)
    Initialize self.  See help(type(self)) for accurate signature.

Hyperparameter Tuning

keras.backend.clear_session()
tf.random.set_seed(42)
def build_model(n_hidden=1, n_neurons=30, learning_rate=3e-3, input_shape=[8]):
    model = keras.models.Sequential()
    model.add(keras.layers.InputLayer(input_shape=input_shape))
    for layer in range(n_hidden):
        model.add(keras.layers.Dense(n_neurons, activation="relu"))
    model.add(keras.layers.Dense(1))
    optimizer = keras.optimizers.SGD(lr=learning_rate)
    model.compile(loss="mse", optimizer=optimizer)
    return model
keras_reg = keras.wrappers.scikit_learn.KerasRegressor(build_model)
keras_reg.fit(X_train, y_train, epochs=100,
              validation_data=(X_valid, y_valid),
              callbacks=[keras.callbacks.EarlyStopping(patience=10)])
Epoch 1/100
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361/363 [============================>.]
 - ETA: 0s - loss: 1.5713

363/363 [==============================] - 2s 3ms/step - loss: 1.5673 - val_loss: 20.7721
Epoch 2/100

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363/363 [==============================] - 1s 2ms/step - loss: 1.3216 - val_loss: 5.0266
Epoch 3/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.5972 - val_loss: 0.5490
Epoch 4/100

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347/363 [===========================>..] - ETA: 0s - loss: 0.4998

363/363 [==============================] - 1s 2ms/step - loss: 0.4985 - val_loss: 0.4529
Epoch 5/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4608 - val_loss: 0.4188
Epoch 6/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4410 - val_loss: 0.4129
Epoch 7/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.4463 - val_loss: 0.4004
Epoch 8/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.4283 - val_loss: 0.3944
Epoch 9/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.4139 - val_loss: 0.3961
Epoch 10/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.4107 - val_loss: 0.4071
Epoch 11/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3992 - val_loss: 0.3855
Epoch 12/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3982 - val_loss: 0.4136
Epoch 13/100

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363/363 [==============================] - ETA: 0s - loss: 0.3983

363/363 [==============================] - 1s 2ms/step - loss: 0.3983 - val_loss: 0.3997
Epoch 14/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3910 - val_loss: 0.3818
Epoch 15/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3948 - val_loss: 0.3829
Epoch 16/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3981 - val_loss: 0.3739
Epoch 17/100

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362/363 [============================>.] - ETA: 0s - loss: 0.3821

363/363 [==============================] - 1s 3ms/step - loss: 0.3821 - val_loss: 0.4022
Epoch 18/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3851 - val_loss: 0.3873
Epoch 19/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3753 - val_loss: 0.3768
Epoch 20/100

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347/363 [===========================>..] - ETA: 0s - loss: 0.3626

363/363 [==============================] - 1s 3ms/step - loss: 0.3634 - val_loss: 0.4191
Epoch 21/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3787 - val_loss: 0.3927
Epoch 22/100

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363/363 [==============================] - ETA: 0s - loss: 0.3627

363/363 [==============================] - 1s 2ms/step - loss: 0.3628 - val_loss: 0.4237
Epoch 23/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3892 - val_loss: 0.3523
Epoch 24/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.3676 - val_loss: 0.3842
Epoch 25/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3677 - val_loss: 0.4162
Epoch 26/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3690 - val_loss: 0.3980
Epoch 27/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3731 - val_loss: 0.3474
Epoch 28/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3725 - val_loss: 0.3920
Epoch 29/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3660 - val_loss: 0.3566
Epoch 30/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3700 - val_loss: 0.4191
Epoch 31/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3635 - val_loss: 0.3721
Epoch 32/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3628 - val_loss: 0.3948
Epoch 33/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3647 - val_loss: 0.3423
Epoch 34/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3547 - val_loss: 0.3453
Epoch 35/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3496 - val_loss: 0.4068
Epoch 36/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3476 - val_loss: 0.3417
Epoch 37/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3786 - val_loss: 0.3787
Epoch 38/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3540 - val_loss: 0.3379
Epoch 39/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3769 - val_loss: 0.3419
Epoch 40/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3522 - val_loss: 0.3705
Epoch 41/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3705 - val_loss: 0.3659
Epoch 42/100
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363/363 [==============================] - 2s 6ms/step - loss: 0.3545 - val_loss: 0.3803
Epoch 43/100

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363/363 [==============================] - 2s 5ms/step - loss: 0.3597 - val_loss: 0.3765
Epoch 44/100

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363/363 [==============================] - 1s 4ms/step - loss: 0.3443 - val_loss: 0.3814
Epoch 45/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3591 - val_loss: 0.3326
Epoch 46/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3528 - val_loss: 0.3385
Epoch 47/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3663 - val_loss: 0.3655
Epoch 48/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3479 - val_loss: 0.3579
Epoch 49/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3601 - val_loss: 0.3360
Epoch 50/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3616 - val_loss: 0.3318
Epoch 51/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3532 - val_loss: 0.3562
Epoch 52/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3427 - val_loss: 0.3520
Epoch 53/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3503 - val_loss: 0.4579
Epoch 54/100

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363/363 [==============================] - 2s 4ms/step - loss: 0.3402 - val_loss: 0.3808
Epoch 55/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3496 - val_loss: 0.3539
Epoch 56/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3401 - val_loss: 0.3723
Epoch 57/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3440 - val_loss: 0.3336
Epoch 58/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3348 - val_loss: 0.4011
Epoch 59/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3445 - val_loss: 0.3264
Epoch 60/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3414 - val_loss: 0.3271
Epoch 61/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3621 - val_loss: 0.3346
Epoch 62/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3497 - val_loss: 0.3493
Epoch 63/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3484 - val_loss: 0.3402
Epoch 64/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3299 - val_loss: 0.3275
Epoch 65/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3410 - val_loss: 0.3296
Epoch 66/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3364 - val_loss: 0.3307
Epoch 67/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3558 - val_loss: 0.3252
Epoch 68/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3372 - val_loss: 0.3242
Epoch 69/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3394 - val_loss: 0.3254
Epoch 70/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3350 - val_loss: 0.3672
Epoch 71/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3428 - val_loss: 0.3375
Epoch 72/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3261 - val_loss: 0.3271
Epoch 73/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3409 - val_loss: 0.3242
Epoch 74/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3394 - val_loss: 0.3665
Epoch 75/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3286 - val_loss: 0.3283
Epoch 76/100

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363/363 [==============================] - 1s 3ms/step - loss: 0.3391 - val_loss: 0.3240
Epoch 77/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3293 - val_loss: 0.3381
Epoch 78/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3372 - val_loss: 0.3356
Epoch 79/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3364 - val_loss: 0.3224
Epoch 80/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3374 - val_loss: 0.3595
Epoch 81/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3381 - val_loss: 0.3432
Epoch 82/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3481 - val_loss: 0.3211
Epoch 83/100

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363/363 [==============================] - 1s 2ms/step - loss: 0.3441 - val_loss: 0.3342
Epoch 84/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.3240 - val_loss: 0.4136
Epoch 85/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3303 - val_loss: 0.3285
Epoch 86/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3263 - val_loss: 0.3440
Epoch 87/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3483 - val_loss: 0.3733
Epoch 88/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3305 - val_loss: 0.3188
Epoch 89/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3283 - val_loss: 0.3492
Epoch 90/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3243 - val_loss: 0.3175
Epoch 91/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3288 - val_loss: 0.3594
Epoch 92/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.3343 - val_loss: 0.3169
Epoch 93/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3485 - val_loss: 0.3607
Epoch 94/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3262 - val_loss: 0.5184
Epoch 95/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3284 - val_loss: 0.7536
Epoch 96/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3494 - val_loss: 0.5075
Epoch 97/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3290 - val_loss: 0.8087
Epoch 98/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.3277 - val_loss: 1.0447
Epoch 99/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3199 - val_loss: 1.6881
Epoch 100/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.3706 - val_loss: 1.9265
<tensorflow.python.keras.callbacks.History at 0x140edd1f0>
mse_test = keras_reg.score(X_test, y_test)
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162/162 [==============================] - 0s 748us/step - loss: 0.3409
y_pred = keras_reg.predict(X_new)
WARNING:tensorflow:8 out of the last 10 calls to <function Model.make_predict_function.<locals>.predict_function at 0x1411049d0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
tf.random.set_seed(42)
from scipy.stats import reciprocal
from sklearn.model_selection import RandomizedSearchCV
param_distribs = {
    "n_hidden": [0, 1, 2, 3],
    "n_neurons": np.arange(1, 100).tolist(),
    "learning_rate": reciprocal(3e-4, 3e-2).rvs(1000).tolist(),
}

rnd_search_cv = RandomizedSearchCV(keras_reg,
                                   param_distribs,
                                   n_iter=10,
                                   cv=2,
                                   verbose=2)
rnd_search_cv.fit(X_train,
                  y_train,
                  epochs=100,
                  validation_data=(X_valid, y_valid),
                  callbacks=[keras.callbacks.EarlyStopping(patience=10)])
Fitting 2 folds for each of 10 candidates, totalling 20 fits
Epoch 1/100
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182/182 [==============================] - 1s 2ms/step - loss: 1.5488 - val_loss: 0.8308
Epoch 2/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.5256 - val_loss: 0.5293
Epoch 3/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.5077 - val_loss: 0.4571
Epoch 4/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4338 - val_loss: 0.4224
Epoch 5/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4257 - val_loss: 0.4177
Epoch 6/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4440 - val_loss: 0.4031
Epoch 7/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4111 - val_loss: 0.4000
Epoch 8/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4138 - val_loss: 0.4202
Epoch 9/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4417 - val_loss: 0.4109
Epoch 10/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4219 - val_loss: 0.4878
Epoch 11/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4282 - val_loss: 0.5111
Epoch 12/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4303 - val_loss: 0.6887
Epoch 13/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4255 - val_loss: 0.8011
Epoch 14/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4270 - val_loss: 0.9155
Epoch 15/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4106 - val_loss: 1.0689
Epoch 16/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.3969 - val_loss: 1.1293
Epoch 17/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.3999 - val_loss: 1.1939
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182/182 [==============================] - 0s 706us/step - loss: 0.4516
[CV] END learning_rate=0.022174573948353458, n_hidden=1, n_neurons=4; total time=   5.3s
Epoch 1/100
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182/182 [==============================] - 1s 2ms/step - loss: 1.4707 - val_loss: 0.4873
Epoch 2/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4985 - val_loss: 0.5876
Epoch 3/100
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101/182 [===============>..............] - ETA: 0s - loss: 0.4512

158/182 [=========================>....] - ETA: 0s - loss: 0.4583

182/182 [==============================] - 0s 2ms/step - loss: 0.4600 - val_loss: 0.4282
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5291

 57/182 [========>.....................] - ETA: 0s - loss: 0.4836

113/182 [=================>............] - ETA: 0s - loss: 0.4852

171/182 [===========================>..] - ETA: 0s - loss: 0.4812

182/182 [==============================] - 0s 2ms/step - loss: 0.4803 - val_loss: 0.4152
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3436

 53/182 [=======>......................] - ETA: 0s - loss: 0.4431

107/182 [================>.............] - ETA: 0s - loss: 0.4462

160/182 [=========================>....] - ETA: 0s - loss: 0.4487

182/182 [==============================] - 0s 2ms/step - loss: 0.4493 - val_loss: 0.4537
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4547

 56/182 [========>.....................] - ETA: 0s - loss: 0.4266

110/182 [=================>............] - ETA: 0s - loss: 0.4473

165/182 [==========================>...] - ETA: 0s - loss: 0.4493

182/182 [==============================] - 0s 2ms/step - loss: 0.4495 - val_loss: 0.5109
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6978

 57/182 [========>.....................] - ETA: 0s - loss: 0.4559

112/182 [=================>............] - ETA: 0s - loss: 0.4475

166/182 [==========================>...] - ETA: 0s - loss: 0.4447

182/182 [==============================] - 0s 2ms/step - loss: 0.4450 - val_loss: 0.4127
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.6652

 49/182 [=======>......................] - ETA: 0s - loss: 0.4764

106/182 [================>.............] - ETA: 0s - loss: 0.4555

161/182 [=========================>....] - ETA: 0s - loss: 0.4541

182/182 [==============================] - 0s 2ms/step - loss: 0.4535 - val_loss: 0.5886
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2745

 59/182 [========>.....................] - ETA: 0s - loss: 0.4164

109/182 [================>.............] - ETA: 0s - loss: 0.4202

165/182 [==========================>...] - ETA: 0s - loss: 0.4293

182/182 [==============================] - 0s 2ms/step - loss: 0.4311 - val_loss: 0.4253
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.7450

 38/182 [=====>........................] - ETA: 0s - loss: 0.5306

 95/182 [==============>...............] - ETA: 0s - loss: 0.4848

151/182 [=======================>......] - ETA: 0s - loss: 0.4667

182/182 [==============================] - 0s 2ms/step - loss: 0.4626 - val_loss: 0.4962
Epoch 11/100
  1/182 [..............................] - ETA: 0s - loss: 0.4644

 52/182 [=======>......................] - ETA: 0s - loss: 0.4273

104/182 [================>.............] - ETA: 0s - loss: 0.4334

160/182 [=========================>....] - ETA: 0s - loss: 0.4373

182/182 [==============================] - 0s 2ms/step - loss: 0.4382 - val_loss: 0.4354
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3610

 57/182 [========>.....................] - ETA: 0s - loss: 0.4440

114/182 [=================>............] - ETA: 0s - loss: 0.4508

171/182 [===========================>..] - ETA: 0s - loss: 0.4491

182/182 [==============================] - 0s 2ms/step - loss: 0.4485 - val_loss: 0.4934
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.5730

 57/182 [========>.....................] - ETA: 0s - loss: 0.4583

112/182 [=================>............] - ETA: 0s - loss: 0.4575

170/182 [===========================>..] - ETA: 0s - loss: 0.4539

182/182 [==============================] - 0s 2ms/step - loss: 0.4533 - val_loss: 0.4253
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.4122

 58/182 [========>.....................] - ETA: 0s - loss: 0.3964

119/182 [==================>...........] - ETA: 0s - loss: 0.4164

145/182 [======================>.......] - ETA: 0s - loss: 0.4208

177/182 [============================>.] - ETA: 0s - loss: 0.4248

182/182 [==============================] - 0s 2ms/step - loss: 0.4254 - val_loss: 0.4504
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.2094

 57/182 [========>.....................] - ETA: 0s - loss: 0.4384

 97/182 [==============>...............] - ETA: 0s - loss: 0.4500

134/182 [=====================>........] - ETA: 0s - loss: 0.4512

170/182 [===========================>..] - ETA: 0s - loss: 0.4515

182/182 [==============================] - 0s 2ms/step - loss: 0.4509 - val_loss: 0.4084
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.2345

 34/182 [====>.........................] - ETA: 0s - loss: 0.4564

 73/182 [===========>..................] - ETA: 0s - loss: 0.4756

128/182 [====================>.........] - ETA: 0s - loss: 0.4641

182/182 [==============================] - 0s 2ms/step - loss: 0.4593 - val_loss: 0.4298
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.6716

 40/182 [=====>........................] - ETA: 0s - loss: 0.5072

 81/182 [============>.................] - ETA: 0s - loss: 0.4687

129/182 [====================>.........] - ETA: 0s - loss: 0.4575

171/182 [===========================>..] - ETA: 0s - loss: 0.4531

182/182 [==============================] - 1s 3ms/step - loss: 0.4525 - val_loss: 0.5473
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.4961

 24/182 [==>...........................] - ETA: 0s - loss: 0.4485

 34/182 [====>.........................] - ETA: 0s - loss: 0.4428

 62/182 [=========>....................] - ETA: 0s - loss: 0.4471

 90/182 [=============>................] - ETA: 0s - loss: 0.4500

111/182 [=================>............] - ETA: 0s - loss: 0.4511

131/182 [====================>.........] - ETA: 0s - loss: 0.4527

147/182 [=======================>......] - ETA: 0s - loss: 0.4527

179/182 [============================>.] - ETA: 0s - loss: 0.4511

182/182 [==============================] - 1s 5ms/step - loss: 0.4509 - val_loss: 0.4059
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.3862

 28/182 [===>..........................] - ETA: 0s - loss: 0.4624

 67/182 [==========>...................] - ETA: 0s - loss: 0.4616

 97/182 [==============>...............] - ETA: 0s - loss: 0.4595

128/182 [====================>.........] - ETA: 0s - loss: 0.4581

153/182 [========================>.....] - ETA: 0s - loss: 0.4565

163/182 [=========================>....] - ETA: 0s - loss: 0.4558

182/182 [==============================] - 1s 4ms/step - loss: 0.4544 - val_loss: 0.5898
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3189

 31/182 [====>.........................] - ETA: 0s - loss: 0.4359

 64/182 [=========>....................] - ETA: 0s - loss: 0.4532

102/182 [===============>..............] - ETA: 0s - loss: 0.4531

137/182 [=====================>........] - ETA: 0s - loss: 0.4516

182/182 [==============================] - 0s 2ms/step - loss: 0.4506 - val_loss: 0.4847
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.5135

 57/182 [========>.....................] - ETA: 0s - loss: 0.4463

112/182 [=================>............] - ETA: 0s - loss: 0.4365

169/182 [==========================>...] - ETA: 0s - loss: 0.4360

182/182 [==============================] - 1s 7ms/step - loss: 0.4364 - val_loss: 0.5081
Epoch 22/100

  1/182 [..............................] - ETA: 3s - loss: 0.5804

 15/182 [=>............................] - ETA: 0s - loss: 0.5009

 25/182 [===>..........................] - ETA: 0s - loss: 0.4814

 65/182 [=========>....................] - ETA: 0s - loss: 0.4655

108/182 [================>.............] - ETA: 0s - loss: 0.4576

152/182 [========================>.....] - ETA: 0s - loss: 0.4535

182/182 [==============================] - 1s 3ms/step - loss: 0.4517 - val_loss: 0.5580
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1931

 37/182 [=====>........................] - ETA: 0s - loss: 0.4033

 81/182 [============>.................] - ETA: 0s - loss: 0.4179

121/182 [==================>...........] - ETA: 0s - loss: 0.4229

167/182 [==========================>...] - ETA: 0s - loss: 0.4262

182/182 [==============================] - 0s 2ms/step - loss: 0.4273 - val_loss: 0.4537
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.4048

 48/182 [======>.......................] - ETA: 0s - loss: 0.4228

 93/182 [==============>...............] - ETA: 0s - loss: 0.4231

141/182 [======================>.......] - ETA: 0s - loss: 0.4261

182/182 [==============================] - 0s 2ms/step - loss: 0.4284 - val_loss: 0.4422
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1959

 27/182 [===>..........................] - ETA: 0s - loss: 0.3582

 66/182 [=========>....................] - ETA: 0s - loss: 0.3689

108/182 [================>.............] - ETA: 0s - loss: 0.3862

147/182 [=======================>......] - ETA: 0s - loss: 0.3968

182/182 [==============================] - 0s 3ms/step - loss: 0.4046 - val_loss: 0.4352
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.3965

 48/182 [======>.......................] - ETA: 0s - loss: 0.4470

 95/182 [==============>...............] - ETA: 0s - loss: 0.4379

133/182 [====================>.........] - ETA: 0s - loss: 0.4353

162/182 [=========================>....] - ETA: 0s - loss: 0.4354

182/182 [==============================] - 0s 2ms/step - loss: 0.4353 - val_loss: 0.4741
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 1.0904

 14/182 [=>............................] - ETA: 0s - loss: 0.5418

 61/182 [=========>....................] - ETA: 0s - loss: 0.4622

108/182 [================>.............] - ETA: 0s - loss: 0.4497

157/182 [========================>.....] - ETA: 0s - loss: 0.4439

182/182 [==============================] - 0s 2ms/step - loss: 0.4423 - val_loss: 0.5296
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.5002

 41/182 [=====>........................] - ETA: 0s - loss: 0.4950

 86/182 [=============>................] - ETA: 0s - loss: 0.4855

120/182 [==================>...........] - ETA: 0s - loss: 0.4754

166/182 [==========================>...] - ETA: 0s - loss: 0.4647

182/182 [==============================] - 0s 2ms/step - loss: 0.4616 - val_loss: 0.4623
  1/182 [..............................] - ETA: 3s - loss: 0.4540

 56/182 [========>.....................] - ETA: 0s - loss: 0.4411

103/182 [===============>..............] - ETA: 0s - loss: 0.4125

148/182 [=======================>......] - ETA: 0s - loss: 0.4180

182/182 [==============================] - 0s 1ms/step - loss: 0.4309
[CV] END learning_rate=0.022174573948353458, n_hidden=1, n_neurons=4; total time=  13.1s

Epoch 1/100
  1/182 [..............................] - ETA: 1:01 - loss: 6.1262

 51/182 [=======>......................] - ETA: 0s - loss: 3.3839  

101/182 [===============>..............] - ETA: 0s - loss: 2.5880

150/182 [=======================>......] - ETA: 0s - loss: 2.1852

182/182 [==============================] - 1s 2ms/step - loss: 2.0038 - val_loss: 4.9180
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5417

 43/182 [======>.......................] - ETA: 0s - loss: 0.5675

 88/182 [=============>................] - ETA: 0s - loss: 0.5818

135/182 [=====================>........] - ETA: 0s - loss: 0.5854

182/182 [==============================] - ETA: 0s - loss: 0.5842

182/182 [==============================] - 0s 2ms/step - loss: 0.5842 - val_loss: 1.2298
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.3313

 47/182 [======>.......................] - ETA: 0s - loss: 0.5612

 91/182 [==============>...............] - ETA: 0s - loss: 0.5465

132/182 [====================>.........] - ETA: 0s - loss: 0.5385

179/182 [============================>.] - ETA: 0s - loss: 0.5279

182/182 [==============================] - 0s 2ms/step - loss: 0.5269 - val_loss: 0.4923
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.3726

 45/182 [======>.......................] - ETA: 0s - loss: 0.4497

 95/182 [==============>...............] - ETA: 0s - loss: 0.4374

144/182 [======================>.......] - ETA: 0s - loss: 0.4347

182/182 [==============================] - 0s 2ms/step - loss: 0.4366 - val_loss: 0.4078
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.2607

 48/182 [======>.......................] - ETA: 0s - loss: 0.3733

 94/182 [==============>...............] - ETA: 0s - loss: 0.3933

142/182 [======================>.......] - ETA: 0s - loss: 0.4019

182/182 [==============================] - 0s 2ms/step - loss: 0.4054 - val_loss: 0.3883
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.3829

 50/182 [=======>......................] - ETA: 0s - loss: 0.4277

 97/182 [==============>...............] - ETA: 0s - loss: 0.4156

143/182 [======================>.......] - ETA: 0s - loss: 0.4165

182/182 [==============================] - 0s 2ms/step - loss: 0.4134 - val_loss: 0.3800
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.2482

 48/182 [======>.......................] - ETA: 0s - loss: 0.3353

 96/182 [==============>...............] - ETA: 0s - loss: 0.3509

145/182 [======================>.......] - ETA: 0s - loss: 0.3593

182/182 [==============================] - 0s 2ms/step - loss: 0.3649 - val_loss: 0.3683
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.1629

 40/182 [=====>........................] - ETA: 0s - loss: 0.3619

 90/182 [=============>................] - ETA: 0s - loss: 0.3677

131/182 [====================>.........] - ETA: 0s - loss: 0.3706

180/182 [============================>.] - ETA: 0s - loss: 0.3734

182/182 [==============================] - 0s 2ms/step - loss: 0.3736 - val_loss: 0.3708
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.4520

 49/182 [=======>......................] - ETA: 0s - loss: 0.4102

 92/182 [==============>...............] - ETA: 0s - loss: 0.3942

140/182 [======================>.......] - ETA: 0s - loss: 0.3853

182/182 [==============================] - 0s 2ms/step - loss: 0.3823 - val_loss: 0.4032
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.4837

 47/182 [======>.......................] - ETA: 0s - loss: 0.3612

 88/182 [=============>................] - ETA: 0s - loss: 0.3653

132/182 [====================>.........] - ETA: 0s - loss: 0.3678

181/182 [============================>.] - ETA: 0s - loss: 0.3673

182/182 [==============================] - 0s 2ms/step - loss: 0.3673 - val_loss: 0.4432
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3584

 47/182 [======>.......................] - ETA: 0s - loss: 0.3560

 95/182 [==============>...............] - ETA: 0s - loss: 0.3587

138/182 [=====================>........] - ETA: 0s - loss: 0.3606

182/182 [==============================] - 0s 2ms/step - loss: 0.3626 - val_loss: 0.5003
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.4126

 50/182 [=======>......................] - ETA: 0s - loss: 0.3695

103/182 [===============>..............] - ETA: 0s - loss: 0.3652

151/182 [=======================>......] - ETA: 0s - loss: 0.3652

182/182 [==============================] - 0s 2ms/step - loss: 0.3646 - val_loss: 0.5423
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4048

 48/182 [======>.......................] - ETA: 0s - loss: 0.3692

 95/182 [==============>...............] - ETA: 0s - loss: 0.3586

142/182 [======================>.......] - ETA: 0s - loss: 0.3571

182/182 [==============================] - 0s 2ms/step - loss: 0.3569 - val_loss: 0.6456
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.3652

 48/182 [======>.......................] - ETA: 0s - loss: 0.3513

 95/182 [==============>...............] - ETA: 0s - loss: 0.3568

143/182 [======================>.......] - ETA: 0s - loss: 0.3598

182/182 [==============================] - 0s 2ms/step - loss: 0.3587 - val_loss: 0.6819
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5626

 54/182 [=======>......................] - ETA: 0s - loss: 0.3662

104/182 [================>.............] - ETA: 0s - loss: 0.3584

155/182 [========================>.....] - ETA: 0s - loss: 0.3518

182/182 [==============================] - 0s 2ms/step - loss: 0.3516 - val_loss: 0.7411
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.2103

 51/182 [=======>......................] - ETA: 0s - loss: 0.2864

102/182 [===============>..............] - ETA: 0s - loss: 0.3134

151/182 [=======================>......] - ETA: 0s - loss: 0.3247

182/182 [==============================] - 0s 2ms/step - loss: 0.3290 - val_loss: 0.9665
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.1786

 51/182 [=======>......................] - ETA: 0s - loss: 0.2916

100/182 [===============>..............] - ETA: 0s - loss: 0.3157

149/182 [=======================>......] - ETA: 0s - loss: 0.3219

182/182 [==============================] - 0s 2ms/step - loss: 0.3260 - val_loss: 0.9070
  1/182 [..............................] - ETA: 2s - loss: 0.6115

 64/182 [=========>....................] - ETA: 0s - loss: 0.3406

125/182 [===================>..........] - ETA: 0s - loss: 0.3683

182/182 [==============================] - 0s 813us/step - loss: 0.3694
[CV] END learning_rate=0.005432590230265343, n_hidden=2, n_neurons=94; total time=   6.3s
Epoch 1/100
  1/182 [..............................] - ETA: 51s - loss: 5.5882

 52/182 [=======>......................] - ETA: 0s - loss: 3.4979 

104/182 [================>.............] - ETA: 0s - loss: 2.6317

155/182 [========================>.....] - ETA: 0s - loss: 2.2028

182/182 [==============================] - 1s 2ms/step - loss: 2.0545 - val_loss: 9.0759
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5606

 53/182 [=======>......................] - ETA: 0s - loss: 0.6177

105/182 [================>.............] - ETA: 0s - loss: 0.6130

157/182 [========================>.....] - ETA: 0s - loss: 0.6002

182/182 [==============================] - 0s 2ms/step - loss: 0.6021 - val_loss: 4.1684
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.7062

 53/182 [=======>......................] - ETA: 0s - loss: 0.5171

105/182 [================>.............] - ETA: 0s - loss: 0.5092

157/182 [========================>.....] - ETA: 0s - loss: 0.5158

182/182 [==============================] - 0s 2ms/step - loss: 0.5182 - val_loss: 0.5317
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5609

 45/182 [======>.......................] - ETA: 0s - loss: 0.4596

 95/182 [==============>...............] - ETA: 0s - loss: 0.4679

147/182 [=======================>......] - ETA: 0s - loss: 0.4666

182/182 [==============================] - 0s 2ms/step - loss: 0.4637 - val_loss: 0.4083
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3641

 51/182 [=======>......................] - ETA: 0s - loss: 0.4316

102/182 [===============>..............] - ETA: 0s - loss: 0.4286

154/182 [========================>.....] - ETA: 0s - loss: 0.4276

182/182 [==============================] - 0s 2ms/step - loss: 0.4269 - val_loss: 0.4278
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4318

 52/182 [=======>......................] - ETA: 0s - loss: 0.3814

104/182 [================>.............] - ETA: 0s - loss: 0.3992

157/182 [========================>.....] - ETA: 0s - loss: 0.4019

182/182 [==============================] - 0s 2ms/step - loss: 0.4026 - val_loss: 0.4304
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6277

 55/182 [========>.....................] - ETA: 0s - loss: 0.4158

105/182 [================>.............] - ETA: 0s - loss: 0.4022

150/182 [=======================>......] - ETA: 0s - loss: 0.3977

182/182 [==============================] - 0s 2ms/step - loss: 0.3968 - val_loss: 0.4082
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.6044

 59/182 [========>.....................] - ETA: 0s - loss: 0.4053

106/182 [================>.............] - ETA: 0s - loss: 0.3922

159/182 [=========================>....] - ETA: 0s - loss: 0.3909

182/182 [==============================] - 0s 2ms/step - loss: 0.3903 - val_loss: 0.3989
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2485

 48/182 [======>.......................] - ETA: 0s - loss: 0.3352

 97/182 [==============>...............] - ETA: 0s - loss: 0.3450

142/182 [======================>.......] - ETA: 0s - loss: 0.3532

182/182 [==============================] - 0s 2ms/step - loss: 0.3600 - val_loss: 0.4257
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.6036

 50/182 [=======>......................] - ETA: 0s - loss: 0.4438

100/182 [===============>..............] - ETA: 0s - loss: 0.4107

149/182 [=======================>......] - ETA: 0s - loss: 0.3960

182/182 [==============================] - 0s 2ms/step - loss: 0.3914 - val_loss: 0.4334
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.2996

 49/182 [=======>......................] - ETA: 0s - loss: 0.3561

 98/182 [===============>..............] - ETA: 0s - loss: 0.3653

147/182 [=======================>......] - ETA: 0s - loss: 0.3678

182/182 [==============================] - 0s 2ms/step - loss: 0.3686 - val_loss: 0.3963
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3032

 50/182 [=======>......................] - ETA: 0s - loss: 0.3631

100/182 [===============>..............] - ETA: 0s - loss: 0.3703

150/182 [=======================>......] - ETA: 0s - loss: 0.3686

182/182 [==============================] - 0s 2ms/step - loss: 0.3675 - val_loss: 0.4297
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4285

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103/182 [===============>..............] - ETA: 0s - loss: 0.3776

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148/182 [=======================>......] - ETA: 0s - loss: 0.3738

182/182 [==============================] - 0s 2ms/step - loss: 0.3718 - val_loss: 0.3724
Epoch 14/100

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147/182 [=======================>......] - ETA: 0s - loss: 0.3357

182/182 [==============================] - 0s 2ms/step - loss: 0.3388 - val_loss: 0.3902
Epoch 15/100

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167/182 [==========================>...] - ETA: 0s - loss: 0.3560

182/182 [==============================] - 1s 4ms/step - loss: 0.3558 - val_loss: 0.3604
Epoch 16/100

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165/182 [==========================>...] - ETA: 0s - loss: 0.3590

182/182 [==============================] - 0s 2ms/step - loss: 0.3581 - val_loss: 0.3605
Epoch 17/100

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103/182 [===============>..............] - ETA: 0s - loss: 0.3536

150/182 [=======================>......] - ETA: 0s - loss: 0.3484

182/182 [==============================] - 1s 3ms/step - loss: 0.3479 - val_loss: 0.3789
Epoch 18/100

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101/182 [===============>..............] - ETA: 0s - loss: 0.3452

130/182 [====================>.........] - ETA: 0s - loss: 0.3479

162/182 [=========================>....] - ETA: 0s - loss: 0.3482

182/182 [==============================] - 1s 3ms/step - loss: 0.3477 - val_loss: 0.3301
Epoch 19/100

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104/182 [================>.............] - ETA: 0s - loss: 0.3673

151/182 [=======================>......] - ETA: 0s - loss: 0.3627

182/182 [==============================] - 0s 2ms/step - loss: 0.3596 - val_loss: 0.3941
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3168

 50/182 [=======>......................] - ETA: 0s - loss: 0.3596

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109/182 [================>.............] - ETA: 0s - loss: 0.3550

161/182 [=========================>....] - ETA: 0s - loss: 0.3513

182/182 [==============================] - 1s 3ms/step - loss: 0.3502 - val_loss: 0.3429
Epoch 21/100

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102/182 [===============>..............] - ETA: 0s - loss: 0.3327

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176/182 [============================>.] - ETA: 0s - loss: 0.3331

182/182 [==============================] - 0s 2ms/step - loss: 0.3332 - val_loss: 0.3705
Epoch 22/100

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111/182 [=================>............] - ETA: 0s - loss: 0.3470

152/182 [========================>.....] - ETA: 0s - loss: 0.3452

182/182 [==============================] - 0s 2ms/step - loss: 0.3441 - val_loss: 0.3705
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1856

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100/182 [===============>..............] - ETA: 0s - loss: 0.3188

136/182 [=====================>........] - ETA: 0s - loss: 0.3228

172/182 [===========================>..] - ETA: 0s - loss: 0.3250

182/182 [==============================] - 0s 2ms/step - loss: 0.3255 - val_loss: 0.3249
Epoch 24/100

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116/182 [==================>...........] - ETA: 0s - loss: 0.3184

156/182 [========================>.....] - ETA: 0s - loss: 0.3208

182/182 [==============================] - 0s 2ms/step - loss: 0.3223 - val_loss: 0.3822
Epoch 25/100

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107/182 [================>.............] - ETA: 9:42 - loss: 0.2927

144/182 [======================>.......] - ETA: 3:38 - loss: 0.3001

182/182 [==============================] - 826s 5s/step - loss: 0.3066 - val_loss: 0.3214
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.4029

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109/182 [================>.............] - ETA: 0s - loss: 0.3453

125/182 [===================>..........] - ETA: 0s - loss: 0.3431

157/182 [========================>.....] - ETA: 0s - loss: 0.3404

182/182 [==============================] - 1s 8ms/step - loss: 0.3387 - val_loss: 0.3885
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.8770

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109/182 [================>.............] - ETA: 0s - loss: 0.3277

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158/182 [=========================>....] - ETA: 0s - loss: 0.3244

178/182 [============================>.] - ETA: 0s - loss: 0.3238

182/182 [==============================] - 1s 7ms/step - loss: 0.3239 - val_loss: 0.3373
Epoch 28/100

  1/182 [..............................] - ETA: 1s - loss: 0.3414

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127/182 [===================>..........] - ETA: 0s - loss: 0.3502

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161/182 [=========================>....] - ETA: 0s - loss: 0.3453

182/182 [==============================] - 1s 5ms/step - loss: 0.3427 - val_loss: 0.3248
Epoch 29/100

  1/182 [..............................] - ETA: 1s - loss: 0.2942

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151/182 [=======================>......] - ETA: 0s - loss: 0.3130

182/182 [==============================] - 1s 4ms/step - loss: 0.3147 - val_loss: 0.3272
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.2682

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136/182 [=====================>........] - ETA: 0s - loss: 0.3186

182/182 [==============================] - 0s 2ms/step - loss: 0.3198 - val_loss: 0.3179
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.2523

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101/182 [===============>..............] - ETA: 0s - loss: 0.3132

147/182 [=======================>......] - ETA: 0s - loss: 0.3159

182/182 [==============================] - 0s 2ms/step - loss: 0.3161 - val_loss: 0.3366
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.4251

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141/182 [======================>.......] - ETA: 0s - loss: 0.3089

182/182 [==============================] - 0s 2ms/step - loss: 0.3111 - val_loss: 0.3572
Epoch 33/100

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108/182 [================>.............] - ETA: 0s - loss: 0.3070

131/182 [====================>.........] - ETA: 0s - loss: 0.3072

182/182 [==============================] - 0s 2ms/step - loss: 0.3077 - val_loss: 0.3285
Epoch 34/100

  1/182 [..............................] - ETA: 0s - loss: 0.1725

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161/182 [=========================>....] - ETA: 0s - loss: 0.3083

182/182 [==============================] - 1s 4ms/step - loss: 0.3093 - val_loss: 0.3804
Epoch 35/100

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164/182 [==========================>...] - ETA: 0s - loss: 0.3214

182/182 [==============================] - 1s 4ms/step - loss: 0.3209 - val_loss: 0.3895
Epoch 36/100

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164/182 [==========================>...] - ETA: 0s - loss: 0.3311

182/182 [==============================] - 1s 4ms/step - loss: 0.3294 - val_loss: 0.4324
Epoch 37/100

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123/182 [===================>..........] - ETA: 0s - loss: 0.3163

153/182 [========================>.....] - ETA: 0s - loss: 0.3145

182/182 [==============================] - ETA: 0s - loss: 0.3133

182/182 [==============================] - 1s 4ms/step - loss: 0.3133 - val_loss: 0.3281
Epoch 38/100

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167/182 [==========================>...] - ETA: 0s - loss: 0.3159

182/182 [==============================] - 1s 3ms/step - loss: 0.3153 - val_loss: 0.3517
Epoch 39/100

  1/182 [..............................] - ETA: 0s - loss: 0.1911

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129/182 [====================>.........] - ETA: 0s - loss: 0.3199

178/182 [============================>.] - ETA: 0s - loss: 0.3183

182/182 [==============================] - 0s 2ms/step - loss: 0.3181 - val_loss: 0.3100
Epoch 40/100

  1/182 [..............................] - ETA: 0s - loss: 0.2137

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129/182 [====================>.........] - ETA: 0s - loss: 0.3132

162/182 [=========================>....] - ETA: 0s - loss: 0.3129

182/182 [==============================] - 0s 3ms/step - loss: 0.3124 - val_loss: 0.3104
Epoch 41/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3219

146/182 [=======================>......] - ETA: 0s - loss: 0.3182

182/182 [==============================] - 0s 2ms/step - loss: 0.3160 - val_loss: 0.3763
Epoch 42/100

  1/182 [..............................] - ETA: 1s - loss: 0.1757

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172/182 [===========================>..] - ETA: 0s - loss: 0.3077

182/182 [==============================] - 0s 3ms/step - loss: 0.3079 - val_loss: 0.4224
Epoch 43/100

  1/182 [..............................] - ETA: 0s - loss: 0.2290

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122/182 [===================>..........] - ETA: 0s - loss: 0.3296

159/182 [=========================>....] - ETA: 0s - loss: 0.3268

182/182 [==============================] - 0s 3ms/step - loss: 0.3244 - val_loss: 0.4605
Epoch 44/100

  1/182 [..............................] - ETA: 0s - loss: 0.1143

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180/182 [============================>.] - ETA: 0s - loss: 0.3052

182/182 [==============================] - 1s 3ms/step - loss: 0.3053 - val_loss: 0.3256
Epoch 45/100

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166/182 [==========================>...] - ETA: 0s - loss: 0.3063

182/182 [==============================] - 1s 4ms/step - loss: 0.3058 - val_loss: 0.3222
Epoch 46/100

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104/182 [================>.............] - ETA: 0s - loss: 0.3103

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171/182 [===========================>..] - ETA: 0s - loss: 0.3057

182/182 [==============================] - ETA: 0s - loss: 0.3055

182/182 [==============================] - 1s 3ms/step - loss: 0.3055 - val_loss: 0.3018
Epoch 47/100

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127/182 [===================>..........] - ETA: 0s - loss: 0.2813

163/182 [=========================>....] - ETA: 0s - loss: 0.2868

182/182 [==============================] - 1s 3ms/step - loss: 0.2887 - val_loss: 0.3164
Epoch 48/100

  1/182 [..............................] - ETA: 0s - loss: 0.1854

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137/182 [=====================>........] - ETA: 0s - loss: 0.2926

182/182 [==============================] - ETA: 0s - loss: 0.2939

182/182 [==============================] - 0s 3ms/step - loss: 0.2939 - val_loss: 0.3471
Epoch 49/100

  1/182 [..............................] - ETA: 0s - loss: 0.3791

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155/182 [========================>.....] - ETA: 0s - loss: 0.3513

182/182 [==============================] - 1s 3ms/step - loss: 0.3450 - val_loss: 0.3076
Epoch 50/100

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155/182 [========================>.....] - ETA: 0s - loss: 0.3039

182/182 [==============================] - 0s 2ms/step - loss: 0.3037 - val_loss: 0.4090
Epoch 51/100

  1/182 [..............................] - ETA: 0s - loss: 0.5395

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166/182 [==========================>...] - ETA: 0s - loss: 0.3211

182/182 [==============================] - 0s 2ms/step - loss: 0.3193 - val_loss: 0.3086
Epoch 52/100

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145/182 [======================>.......] - ETA: 0s - loss: 0.3006

182/182 [==============================] - 0s 2ms/step - loss: 0.2999 - val_loss: 0.3022
Epoch 53/100
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172/182 [===========================>..] - ETA: 0s - loss: 0.2907

182/182 [==============================] - 0s 2ms/step - loss: 0.2909 - val_loss: 0.3138
Epoch 54/100

  1/182 [..............................] - ETA: 0s - loss: 0.2470

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134/182 [=====================>........] - ETA: 0s - loss: 0.2784

182/182 [==============================] - 0s 2ms/step - loss: 0.2821 - val_loss: 0.3218
Epoch 55/100

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158/182 [=========================>....] - ETA: 0s - loss: 0.2783

182/182 [==============================] - 0s 2ms/step - loss: 0.2806 - val_loss: 0.3096
Epoch 56/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.2889 - val_loss: 0.4200
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142/182 [======================>.......] - ETA: 0s - loss: 0.3093

182/182 [==============================] - 0s 711us/step - loss: 0.3175
[CV] END learning_rate=0.005432590230265343, n_hidden=2, n_neurons=94; total time=14.2min
Epoch 1/100
  1/182 [..............................] - ETA: 43s - loss: 6.0032

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105/182 [================>.............] - ETA: 0s - loss: 4.9885

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178/182 [============================>.] - ETA: 0s - loss: 4.6679

182/182 [==============================] - 1s 4ms/step - loss: 4.6473 - val_loss: 8.9037
Epoch 2/100

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107/182 [================>.............] - ETA: 0s - loss: 2.5295

129/182 [====================>.........] - ETA: 0s - loss: 2.5069

157/182 [========================>.....] - ETA: 0s - loss: 2.4696

182/182 [==============================] - 1s 3ms/step - loss: 2.4325 - val_loss: 9.6084
Epoch 3/100

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119/182 [==================>...........] - ETA: 0s - loss: 1.6197

159/182 [=========================>....] - ETA: 0s - loss: 1.5940

182/182 [==============================] - 1s 3ms/step - loss: 1.5766 - val_loss: 9.8615
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 1.1348

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 82/182 [============>.................] - ETA: 0s - loss: 1.1940

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174/182 [===========================>..] - ETA: 0s - loss: 1.1675

182/182 [==============================] - 0s 2ms/step - loss: 1.1653 - val_loss: 9.6129
Epoch 5/100

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128/182 [====================>.........] - ETA: 0s - loss: 0.9516

181/182 [============================>.] - ETA: 0s - loss: 0.9562

182/182 [==============================] - 0s 2ms/step - loss: 0.9562 - val_loss: 9.0731
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 1.3162

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122/182 [===================>..........] - ETA: 0s - loss: 0.8973

167/182 [==========================>...] - ETA: 0s - loss: 0.8891

182/182 [==============================] - 0s 2ms/step - loss: 0.8870 - val_loss: 8.4034
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.7202

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126/182 [===================>..........] - ETA: 0s - loss: 0.7949

171/182 [===========================>..] - ETA: 0s - loss: 0.7967

182/182 [==============================] - 0s 2ms/step - loss: 0.7976 - val_loss: 7.7355
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.7329

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103/182 [===============>..............] - ETA: 0s - loss: 0.7881

167/182 [==========================>...] - ETA: 0s - loss: 0.7854

182/182 [==============================] - 0s 2ms/step - loss: 0.7846 - val_loss: 7.0785
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.5359

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127/182 [===================>..........] - ETA: 0s - loss: 0.7760

182/182 [==============================] - 0s 1ms/step - loss: 0.7659 - val_loss: 6.4943
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.7253

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127/182 [===================>..........] - ETA: 0s - loss: 0.7189

182/182 [==============================] - 0s 2ms/step - loss: 0.7201 - val_loss: 5.9932
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.6058

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116/182 [==================>...........] - ETA: 0s - loss: 0.7213

154/182 [========================>.....] - ETA: 0s - loss: 0.7224

182/182 [==============================] - 0s 2ms/step - loss: 0.7218 - val_loss: 5.5339
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 1.0726

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166/182 [==========================>...] - ETA: 0s - loss: 0.6965

182/182 [==============================] - 0s 2ms/step - loss: 0.6965 - val_loss: 5.1337
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.6661

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102/182 [===============>..............] - ETA: 0s - loss: 0.6827

148/182 [=======================>......] - ETA: 0s - loss: 0.6848

182/182 [==============================] - ETA: 0s - loss: 0.6850

182/182 [==============================] - 0s 2ms/step - loss: 0.6850 - val_loss: 4.7592
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.7021

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157/182 [========================>.....] - ETA: 0s - loss: 0.6856

182/182 [==============================] - 0s 3ms/step - loss: 0.6842 - val_loss: 4.4191
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5868

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181/182 [============================>.] - ETA: 0s - loss: 0.6519

182/182 [==============================] - 0s 2ms/step - loss: 0.6520 - val_loss: 4.1145
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.4644

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134/182 [=====================>........] - ETA: 0s - loss: 0.6206

172/182 [===========================>..] - ETA: 0s - loss: 0.6287

182/182 [==============================] - 0s 2ms/step - loss: 0.6301 - val_loss: 3.8372
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.6372

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127/182 [===================>..........] - ETA: 0s - loss: 0.6066

161/182 [=========================>....] - ETA: 0s - loss: 0.6116

182/182 [==============================] - 0s 2ms/step - loss: 0.6155 - val_loss: 3.5889
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.3205

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152/182 [========================>.....] - ETA: 0s - loss: 0.6512

182/182 [==============================] - 0s 2ms/step - loss: 0.6487 - val_loss: 3.3578
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.4415

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105/182 [================>.............] - ETA: 0s - loss: 0.6494

164/182 [==========================>...] - ETA: 0s - loss: 0.6458

182/182 [==============================] - 0s 2ms/step - loss: 0.6442 - val_loss: 3.1340
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.6898

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133/182 [====================>.........] - ETA: 0s - loss: 0.6433

182/182 [==============================] - 0s 2ms/step - loss: 0.6378 - val_loss: 2.9351
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.6873

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109/182 [================>.............] - ETA: 0s - loss: 0.6356

137/182 [=====================>........] - ETA: 0s - loss: 0.6302

175/182 [===========================>..] - ETA: 0s - loss: 0.6266

182/182 [==============================] - 0s 2ms/step - loss: 0.6261 - val_loss: 2.7448
Epoch 22/100
  1/182 [..............................] - ETA: 0s - loss: 0.6664

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147/182 [=======================>......] - ETA: 0s - loss: 0.5895

182/182 [==============================] - 0s 2ms/step - loss: 0.5928 - val_loss: 2.5682
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.3460

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142/182 [======================>.......] - ETA: 0s - loss: 0.6113

182/182 [==============================] - 0s 3ms/step - loss: 0.6096 - val_loss: 2.4192
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.9146

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141/182 [======================>.......] - ETA: 0s - loss: 0.6201

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174/182 [===========================>..] - ETA: 0s - loss: 0.6149

182/182 [==============================] - 1s 3ms/step - loss: 0.6139 - val_loss: 2.2700
Epoch 25/100

  1/182 [..............................] - ETA: 1s - loss: 0.4559

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171/182 [===========================>..] - ETA: 0s - loss: 0.5853

182/182 [==============================] - 0s 2ms/step - loss: 0.5854 - val_loss: 2.1283
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.2766

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141/182 [======================>.......] - ETA: 0s - loss: 0.5932

182/182 [==============================] - 0s 2ms/step - loss: 0.5908 - val_loss: 2.0051
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.7819

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124/182 [===================>..........] - ETA: 0s - loss: 0.6071

182/182 [==============================] - ETA: 0s - loss: 0.6001

182/182 [==============================] - 0s 1ms/step - loss: 0.6000 - val_loss: 1.8861
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.6535

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102/182 [===============>..............] - ETA: 0s - loss: 0.5959

146/182 [=======================>......] - ETA: 0s - loss: 0.5916

182/182 [==============================] - 0s 2ms/step - loss: 0.5876 - val_loss: 1.7692
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.5963

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130/182 [====================>.........] - ETA: 0s - loss: 0.5789

164/182 [==========================>...] - ETA: 0s - loss: 0.5752

182/182 [==============================] - 0s 2ms/step - loss: 0.5739 - val_loss: 1.6649
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.4130

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172/182 [===========================>..] - ETA: 0s - loss: 0.5853

182/182 [==============================] - 0s 2ms/step - loss: 0.5837 - val_loss: 1.5730
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.6128

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149/182 [=======================>......] - ETA: 0s - loss: 0.5805

182/182 [==============================] - 0s 2ms/step - loss: 0.5763 - val_loss: 1.4830
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.8311

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177/182 [============================>.] - ETA: 0s - loss: 0.5449

182/182 [==============================] - 1s 3ms/step - loss: 0.5449 - val_loss: 1.3966
Epoch 33/100

  1/182 [..............................] - ETA: 1s - loss: 0.8193

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156/182 [========================>.....] - ETA: 0s - loss: 0.5402

182/182 [==============================] - 1s 4ms/step - loss: 0.5400 - val_loss: 1.3162
Epoch 34/100

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135/182 [=====================>........] - ETA: 0s - loss: 0.5220

182/182 [==============================] - 0s 2ms/step - loss: 0.5254 - val_loss: 1.2394
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.7283

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126/182 [===================>..........] - ETA: 0s - loss: 0.5546

182/182 [==============================] - 0s 1ms/step - loss: 0.5487 - val_loss: 1.1705
Epoch 36/100

  1/182 [..............................] - ETA: 0s - loss: 0.6673

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115/182 [=================>............] - ETA: 0s - loss: 0.5130

181/182 [============================>.] - ETA: 0s - loss: 0.5177

182/182 [==============================] - 0s 2ms/step - loss: 0.5178 - val_loss: 1.1095
Epoch 37/100

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176/182 [============================>.] - ETA: 0s - loss: 0.5227

182/182 [==============================] - 1s 4ms/step - loss: 0.5228 - val_loss: 1.0509
Epoch 38/100

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167/182 [==========================>...] - ETA: 0s - loss: 0.5350

182/182 [==============================] - 1s 5ms/step - loss: 0.5336 - val_loss: 0.9984
Epoch 39/100

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174/182 [===========================>..] - ETA: 0s - loss: 0.5000

182/182 [==============================] - 1s 6ms/step - loss: 0.5008 - val_loss: 0.9489
Epoch 40/100

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158/182 [=========================>....] - ETA: 0s - loss: 0.5022

182/182 [==============================] - 1s 4ms/step - loss: 0.5029 - val_loss: 0.9017
Epoch 41/100

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108/182 [================>.............] - ETA: 0s - loss: 0.4999

147/182 [=======================>......] - ETA: 0s - loss: 0.5032

182/182 [==============================] - 0s 2ms/step - loss: 0.5047 - val_loss: 0.8604
Epoch 42/100

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161/182 [=========================>....] - ETA: 0s - loss: 0.4929

182/182 [==============================] - 1s 3ms/step - loss: 0.4942 - val_loss: 0.8237
Epoch 43/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.5048 - val_loss: 0.7851
Epoch 44/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.5260 - val_loss: 0.7502
Epoch 45/100

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146/182 [=======================>......] - ETA: 0s - loss: 0.5175

182/182 [==============================] - 0s 2ms/step - loss: 0.5145 - val_loss: 0.7188
Epoch 46/100

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176/182 [============================>.] - ETA: 0s - loss: 0.5112

182/182 [==============================] - 0s 2ms/step - loss: 0.5105 - val_loss: 0.6923
Epoch 47/100

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157/182 [========================>.....] - ETA: 0s - loss: 0.4732

182/182 [==============================] - 0s 2ms/step - loss: 0.4755 - val_loss: 0.6646
Epoch 48/100

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129/182 [====================>.........] - ETA: 0s - loss: 0.4913

182/182 [==============================] - 0s 1ms/step - loss: 0.4899 - val_loss: 0.6406
Epoch 49/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4724 - val_loss: 0.6183
Epoch 50/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4643 - val_loss: 0.5977
Epoch 51/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4814 - val_loss: 0.5807
Epoch 52/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4939 - val_loss: 0.5637
Epoch 53/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4430 - val_loss: 0.5475
Epoch 54/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4466 - val_loss: 0.5340
Epoch 55/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4711 - val_loss: 0.5202
Epoch 56/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4593 - val_loss: 0.5090
Epoch 57/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4473 - val_loss: 0.4971
Epoch 58/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4463 - val_loss: 0.4872
Epoch 59/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4561 - val_loss: 0.4782
Epoch 60/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4641 - val_loss: 0.4706
Epoch 61/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4791 - val_loss: 0.4636
Epoch 62/100

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128/182 [====================>.........] - ETA: 0s - loss: 0.4458

182/182 [==============================] - 0s 2ms/step - loss: 0.4468 - val_loss: 0.4576
Epoch 63/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4474 - val_loss: 0.4514
Epoch 64/100

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182/182 [==============================] - ETA: 0s - loss: 0.4565

182/182 [==============================] - 1s 3ms/step - loss: 0.4565 - val_loss: 0.4462
Epoch 65/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4424 - val_loss: 0.4410
Epoch 66/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4522 - val_loss: 0.4371
Epoch 67/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4423 - val_loss: 0.4331
Epoch 68/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4467 - val_loss: 0.4297
Epoch 69/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4442 - val_loss: 0.4264
Epoch 70/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4130 - val_loss: 0.4232
Epoch 71/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4385 - val_loss: 0.4209
Epoch 72/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4355 - val_loss: 0.4183
Epoch 73/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4359 - val_loss: 0.4163
Epoch 74/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4132 - val_loss: 0.4143
Epoch 75/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4270 - val_loss: 0.4127
Epoch 76/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4495 - val_loss: 0.4110
Epoch 77/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4507 - val_loss: 0.4095
Epoch 78/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4438 - val_loss: 0.4081
Epoch 79/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4146 - val_loss: 0.4070
Epoch 80/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4361 - val_loss: 0.4059
Epoch 81/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4414 - val_loss: 0.4049
Epoch 82/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4463 - val_loss: 0.4040
Epoch 83/100
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127/182 [===================>..........] - ETA: 0s - loss: 0.4384

182/182 [==============================] - 0s 1ms/step - loss: 0.4377 - val_loss: 0.4031
Epoch 84/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4181 - val_loss: 0.4024
Epoch 85/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4315 - val_loss: 0.4017
Epoch 86/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4539 - val_loss: 0.4009
Epoch 87/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4372 - val_loss: 0.4002
Epoch 88/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4473 - val_loss: 0.3996
Epoch 89/100

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171/182 [===========================>..] - ETA: 0s - loss: 0.4190

182/182 [==============================] - 1s 5ms/step - loss: 0.4194 - val_loss: 0.3990
Epoch 90/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4156 - val_loss: 0.3984
Epoch 91/100

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161/182 [=========================>....] - ETA: 0s - loss: 0.4073

182/182 [==============================] - 1s 3ms/step - loss: 0.4094 - val_loss: 0.3977
Epoch 92/100

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182/182 [==============================] - 1s 5ms/step - loss: 0.4264 - val_loss: 0.3972
Epoch 93/100

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182/182 [==============================] - 1s 6ms/step - loss: 0.3873 - val_loss: 0.3966
Epoch 94/100

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182/182 [==============================] - 1s 6ms/step - loss: 0.4048 - val_loss: 0.3960
Epoch 95/100

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171/182 [===========================>..] - ETA: 0s - loss: 0.4153

182/182 [==============================] - 1s 5ms/step - loss: 0.4159 - val_loss: 0.3954
Epoch 96/100

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182/182 [==============================] - 1s 8ms/step - loss: 0.3970 - val_loss: 0.3948
Epoch 97/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4035 - val_loss: 0.3942
Epoch 98/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4021 - val_loss: 0.3937
Epoch 99/100

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164/182 [==========================>...] - ETA: 0s - loss: 0.4095

182/182 [==============================] - 0s 2ms/step - loss: 0.4103 - val_loss: 0.3931
Epoch 100/100

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178/182 [============================>.] - ETA: 0s - loss: 0.4432

182/182 [==============================] - 0s 2ms/step - loss: 0.4425 - val_loss: 0.3925
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182/182 [==============================] - 0s 687us/step - loss: 0.4180
[CV] END learning_rate=0.00037078874137762145, n_hidden=1, n_neurons=51; total time=  45.0s
Epoch 1/100
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179/182 [============================>.] - ETA: 0s - loss: 5.6913

182/182 [==============================] - 1s 3ms/step - loss: 5.6758 - val_loss: 5.8279
Epoch 2/100

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165/182 [==========================>...] - ETA: 0s - loss: 3.2212

182/182 [==============================] - 0s 3ms/step - loss: 3.1914 - val_loss: 4.4367
Epoch 3/100

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138/182 [=====================>........] - ETA: 0s - loss: 2.0685

182/182 [==============================] - 0s 2ms/step - loss: 2.0365 - val_loss: 3.1351
Epoch 4/100

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139/182 [=====================>........] - ETA: 0s - loss: 1.5591

182/182 [==============================] - 0s 2ms/step - loss: 1.5187 - val_loss: 2.1956
Epoch 5/100

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178/182 [============================>.] - ETA: 0s - loss: 1.1321

182/182 [==============================] - 0s 2ms/step - loss: 1.1307 - val_loss: 1.4279
Epoch 6/100

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161/182 [=========================>....] - ETA: 0s - loss: 0.9676

180/182 [============================>.] - ETA: 0s - loss: 0.9632

182/182 [==============================] - 0s 3ms/step - loss: 0.9625 - val_loss: 1.0132
Epoch 7/100

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110/182 [=================>............] - ETA: 0s - loss: 0.8692

167/182 [==========================>...] - ETA: 0s - loss: 0.8564

182/182 [==============================] - 0s 2ms/step - loss: 0.8540 - val_loss: 0.8250
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 1.3357

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156/182 [========================>.....] - ETA: 0s - loss: 0.7629

182/182 [==============================] - 0s 2ms/step - loss: 0.7642 - val_loss: 0.7350
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.5015

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163/182 [=========================>....] - ETA: 0s - loss: 0.7005

182/182 [==============================] - 0s 2ms/step - loss: 0.7047 - val_loss: 0.6948
Epoch 10/100

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143/182 [======================>.......] - ETA: 0s - loss: 0.7316

182/182 [==============================] - 0s 2ms/step - loss: 0.7270 - val_loss: 0.6813
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.5664

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170/182 [===========================>..] - ETA: 0s - loss: 0.7097

182/182 [==============================] - 0s 2ms/step - loss: 0.7088 - val_loss: 0.6689
Epoch 12/100

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169/182 [==========================>...] - ETA: 0s - loss: 0.7076

182/182 [==============================] - 1s 4ms/step - loss: 0.7057 - val_loss: 0.6670
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.9575

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167/182 [==========================>...] - ETA: 0s - loss: 0.7050

182/182 [==============================] - 0s 2ms/step - loss: 0.7026 - val_loss: 0.6552
Epoch 14/100

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137/182 [=====================>........] - ETA: 0s - loss: 0.6397

179/182 [============================>.] - ETA: 0s - loss: 0.6450

182/182 [==============================] - 1s 3ms/step - loss: 0.6455 - val_loss: 0.6485
Epoch 15/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.6586 - val_loss: 0.6371
Epoch 16/100

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166/182 [==========================>...] - ETA: 0s - loss: 0.6605

182/182 [==============================] - 0s 2ms/step - loss: 0.6598 - val_loss: 0.6345
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.9697

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155/182 [========================>.....] - ETA: 0s - loss: 0.6392

182/182 [==============================] - 0s 3ms/step - loss: 0.6393 - val_loss: 0.6327
Epoch 18/100

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163/182 [=========================>....] - ETA: 0s - loss: 0.6446

182/182 [==============================] - 0s 2ms/step - loss: 0.6435 - val_loss: 0.6191
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.5561

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134/182 [=====================>........] - ETA: 0s - loss: 0.6434

182/182 [==============================] - 0s 2ms/step - loss: 0.6411 - val_loss: 0.6210
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.4272

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113/182 [=================>............] - ETA: 0s - loss: 0.6519

142/182 [======================>.......] - ETA: 0s - loss: 0.6499

182/182 [==============================] - 0s 3ms/step - loss: 0.6460 - val_loss: 0.6122
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.5253

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 71/182 [==========>...................] - ETA: 0s - loss: 0.5999

103/182 [===============>..............] - ETA: 0s - loss: 0.6013

152/182 [========================>.....] - ETA: 0s - loss: 0.6050

182/182 [==============================] - 0s 2ms/step - loss: 0.6070 - val_loss: 0.6088
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.8510

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147/182 [=======================>......] - ETA: 0s - loss: 0.6278

182/182 [==============================] - 1s 3ms/step - loss: 0.6257 - val_loss: 0.6075
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.5270

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101/182 [===============>..............] - ETA: 0s - loss: 0.6235

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176/182 [============================>.] - ETA: 0s - loss: 0.6173

182/182 [==============================] - 0s 3ms/step - loss: 0.6168 - val_loss: 0.5939
Epoch 24/100

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119/182 [==================>...........] - ETA: 0s - loss: 0.6005

179/182 [============================>.] - ETA: 0s - loss: 0.6012

182/182 [==============================] - 0s 2ms/step - loss: 0.6011 - val_loss: 0.5841
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.3470

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174/182 [===========================>..] - ETA: 0s - loss: 0.5683

182/182 [==============================] - 0s 2ms/step - loss: 0.5695 - val_loss: 0.5774
Epoch 26/100

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118/182 [==================>...........] - ETA: 0s - loss: 0.5809

148/182 [=======================>......] - ETA: 0s - loss: 0.5811

161/182 [=========================>....] - ETA: 0s - loss: 0.5814

182/182 [==============================] - 0s 2ms/step - loss: 0.5819 - val_loss: 0.5766
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 1.4990

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161/182 [=========================>....] - ETA: 0s - loss: 0.6114

182/182 [==============================] - 0s 2ms/step - loss: 0.6071 - val_loss: 0.5767
Epoch 28/100
  1/182 [..............................] - ETA: 0s - loss: 0.6420

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132/182 [====================>.........] - ETA: 0s - loss: 0.6201

176/182 [============================>.] - ETA: 0s - loss: 0.6099

182/182 [==============================] - 1s 3ms/step - loss: 0.6086 - val_loss: 0.5739
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.4588

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171/182 [===========================>..] - ETA: 0s - loss: 0.5408

182/182 [==============================] - 0s 2ms/step - loss: 0.5428 - val_loss: 0.5734
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.5671

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168/182 [==========================>...] - ETA: 0s - loss: 0.5745

182/182 [==============================] - 1s 3ms/step - loss: 0.5738 - val_loss: 0.5653
Epoch 31/100

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142/182 [======================>.......] - ETA: 0s - loss: 0.5548

182/182 [==============================] - 0s 2ms/step - loss: 0.5555 - val_loss: 0.5563
Epoch 32/100

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163/182 [=========================>....] - ETA: 0s - loss: 0.5694

182/182 [==============================] - 0s 2ms/step - loss: 0.5684 - val_loss: 0.5491
Epoch 33/100

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137/182 [=====================>........] - ETA: 0s - loss: 0.5804

173/182 [===========================>..] - ETA: 0s - loss: 0.5732

182/182 [==============================] - 0s 2ms/step - loss: 0.5720 - val_loss: 0.5417
Epoch 34/100

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164/182 [==========================>...] - ETA: 0s - loss: 0.5429

182/182 [==============================] - 0s 2ms/step - loss: 0.5438 - val_loss: 0.5392
Epoch 35/100

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166/182 [==========================>...] - ETA: 0s - loss: 0.5409

182/182 [==============================] - 0s 2ms/step - loss: 0.5414 - val_loss: 0.5342
Epoch 36/100

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179/182 [============================>.] - ETA: 0s - loss: 0.5685

182/182 [==============================] - 0s 3ms/step - loss: 0.5679 - val_loss: 0.5378
Epoch 37/100

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100/182 [===============>..............] - ETA: 0s - loss: 0.5291

149/182 [=======================>......] - ETA: 0s - loss: 0.5310

182/182 [==============================] - 0s 2ms/step - loss: 0.5311 - val_loss: 0.5294
Epoch 38/100

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149/182 [=======================>......] - ETA: 0s - loss: 0.5515

182/182 [==============================] - 0s 2ms/step - loss: 0.5484 - val_loss: 0.5266
Epoch 39/100

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148/182 [=======================>......] - ETA: 0s - loss: 0.5533

182/182 [==============================] - 0s 2ms/step - loss: 0.5500 - val_loss: 0.5288
Epoch 40/100

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154/182 [========================>.....] - ETA: 0s - loss: 0.5424

182/182 [==============================] - 0s 2ms/step - loss: 0.5407 - val_loss: 0.5268
Epoch 41/100

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161/182 [=========================>....] - ETA: 0s - loss: 0.5558

182/182 [==============================] - 0s 2ms/step - loss: 0.5523 - val_loss: 0.5279
Epoch 42/100

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170/182 [===========================>..] - ETA: 0s - loss: 0.5228

182/182 [==============================] - 0s 2ms/step - loss: 0.5229 - val_loss: 0.5189
Epoch 43/100

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148/182 [=======================>......] - ETA: 0s - loss: 0.5648

182/182 [==============================] - 0s 2ms/step - loss: 0.5562 - val_loss: 0.5180
Epoch 44/100
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177/182 [============================>.] - ETA: 0s - loss: 0.5063

182/182 [==============================] - 0s 2ms/step - loss: 0.5066 - val_loss: 0.5120
Epoch 45/100

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180/182 [============================>.] - ETA: 0s - loss: 0.5188

182/182 [==============================] - 1s 3ms/step - loss: 0.5187 - val_loss: 0.5074
Epoch 46/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.5152 - val_loss: 0.5009
Epoch 47/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4984 - val_loss: 0.4967
Epoch 48/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4999 - val_loss: 0.4930
Epoch 49/100
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182/182 [==============================] - 0s 2ms/step - loss: 0.5422 - val_loss: 0.4917
Epoch 50/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.5129 - val_loss: 0.4909
Epoch 51/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.5136 - val_loss: 0.4870
Epoch 52/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4971 - val_loss: 0.4822
Epoch 53/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4913 - val_loss: 0.4789
Epoch 54/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4734 - val_loss: 0.4770
Epoch 55/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4677 - val_loss: 0.4744
Epoch 56/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4901 - val_loss: 0.4695
Epoch 57/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4840 - val_loss: 0.4669
Epoch 58/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.5004 - val_loss: 0.4646
Epoch 59/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4894 - val_loss: 0.4629
Epoch 60/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4793 - val_loss: 0.4617
Epoch 61/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4952 - val_loss: 0.4608
Epoch 62/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4926 - val_loss: 0.4583
Epoch 63/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4743 - val_loss: 0.4545
Epoch 64/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4730 - val_loss: 0.4517
Epoch 65/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4436 - val_loss: 0.4496
Epoch 66/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4673 - val_loss: 0.4482
Epoch 67/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4594 - val_loss: 0.4471
Epoch 68/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4736 - val_loss: 0.4458
Epoch 69/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4647 - val_loss: 0.4430
Epoch 70/100

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182/182 [==============================] - 1s 3ms/step - loss: 0.4656 - val_loss: 0.4407
Epoch 71/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4578 - val_loss: 0.4399
Epoch 72/100
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182/182 [==============================] - 1s 3ms/step - loss: 0.4463 - val_loss: 0.4366
Epoch 73/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4310 - val_loss: 0.4355
Epoch 74/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4773 - val_loss: 0.4345
Epoch 75/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4503 - val_loss: 0.4319
Epoch 76/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4592 - val_loss: 0.4304
Epoch 77/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4528 - val_loss: 0.4287
Epoch 78/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4316 - val_loss: 0.4261
Epoch 79/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4495 - val_loss: 0.4247
Epoch 80/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4421 - val_loss: 0.4230
Epoch 81/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4434 - val_loss: 0.4222
Epoch 82/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4225 - val_loss: 0.4200
Epoch 83/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4437 - val_loss: 0.4198
Epoch 84/100

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182/182 [==============================] - 0s 1ms/step - loss: 0.4520 - val_loss: 0.4184
Epoch 85/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4405 - val_loss: 0.4164
Epoch 86/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4489 - val_loss: 0.4155
Epoch 87/100

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153/182 [========================>.....] - ETA: 0s - loss: 0.4396

182/182 [==============================] - 0s 2ms/step - loss: 0.4391 - val_loss: 0.4145
Epoch 88/100
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182/182 [==============================] - 0s 2ms/step - loss: 0.3982 - val_loss: 0.4127
Epoch 89/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4569 - val_loss: 0.4118
Epoch 90/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4343 - val_loss: 0.4106
Epoch 91/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4512 - val_loss: 0.4094
Epoch 92/100

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182/182 [==============================] - 1s 6ms/step - loss: 0.4206 - val_loss: 0.4079
Epoch 93/100

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182/182 [==============================] - 1s 4ms/step - loss: 0.4162 - val_loss: 0.4064
Epoch 94/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.4341 - val_loss: 0.4056
Epoch 95/100

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182/182 [==============================] - 0s 3ms/step - loss: 0.4457 - val_loss: 0.4046
Epoch 96/100

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108/182 [================>.............] - ETA: 0s - loss: 0.4127

129/182 [====================>.........] - ETA: 0s - loss: 0.4155

145/182 [======================>.......] - ETA: 0s - loss: 0.4169

182/182 [==============================] - 0s 3ms/step - loss: 0.4198 - val_loss: 0.4033
Epoch 97/100

  1/182 [..............................] - ETA: 0s - loss: 0.3810

 46/182 [======>.......................] - ETA: 0s - loss: 0.3682

 88/182 [=============>................] - ETA: 0s - loss: 0.3821

126/182 [===================>..........] - ETA: 0s - loss: 0.3894

170/182 [===========================>..] - ETA: 0s - loss: 0.3977

182/182 [==============================] - 0s 2ms/step - loss: 0.3999 - val_loss: 0.4026
Epoch 98/100

  1/182 [..............................] - ETA: 0s - loss: 0.3750

 38/182 [=====>........................] - ETA: 0s - loss: 0.4204

 73/182 [===========>..................] - ETA: 0s - loss: 0.4203

105/182 [================>.............] - ETA: 0s - loss: 0.4196

141/182 [======================>.......] - ETA: 0s - loss: 0.4190

143/182 [======================>.......]
 - ETA: 0s - loss: 0.4189

144/182 [======================>.......] - ETA: 0s - loss: 0.4189

180/182 [============================>.] - ETA: 0s - loss: 0.4196

182/182 [==============================] - 1s 3ms/step - loss: 0.4197 - val_loss: 0.4015
Epoch 99/100
  1/182 [..............................] - ETA: 0s - loss: 0.3783

 58/182 [========>.....................] - ETA: 0s - loss: 0.3848

113/182 [=================>............] - ETA: 0s - loss: 0.4027

169/182 [==========================>...] - ETA: 0s - loss: 0.4117

182/182 [==============================] - 0s 2ms/step - loss: 0.4129 - val_loss: 0.4005
Epoch 100/100

  1/182 [..............................] - ETA: 0s - loss: 0.4793

 55/182 [========>.....................] - ETA: 0s - loss: 0.3785

104/182 [================>.............] - ETA: 0s - loss: 0.3948

150/182 [=======================>......] - ETA: 0s - loss: 0.4018

182/182 [==============================] - 0s 2ms/step - loss: 0.4058 - val_loss: 0.4001
  1/182 [..............................] - ETA: 7s - loss: 0.4334

 47/182 [======>.......................] - ETA: 0s - loss: 0.4531

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157/182 [========================>.....] - ETA: 0s - loss: 0.4152

182/182 [==============================] - 0s 973us/step - loss: 0.4306
[CV] END learning_rate=0.00037078874137762145, n_hidden=1, n_neurons=51; total time=  43.5s
Epoch 1/100
  1/182 [..............................] - ETA: 1:17 - loss: 6.0701

 25/182 [===>..........................] - ETA: 0s - loss: 5.2333  

 29/182 [===>..........................] - ETA: 0s - loss: 5.1247

 63/182 [=========>....................] - ETA: 0s - loss: 4.4226

109/182 [================>.............] - ETA: 0s - loss: 3.7938

146/182 [=======================>......] - ETA: 0s - loss: 3.4337

170/182 [===========================>..] - ETA: 0s - loss: 3.2483

182/182 [==============================] - 1s 5ms/step - loss: 3.1608 - val_loss: 2.2380
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.9833

 50/182 [=======>......................] - ETA: 0s - loss: 0.9254

104/182 [================>.............] - ETA: 0s - loss: 0.9129

160/182 [=========================>....] - ETA: 0s - loss: 0.8926

182/182 [==============================] - 0s 2ms/step - loss: 0.8843 - val_loss: 1.2237
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.6022

 45/182 [======>.......................] - ETA: 0s - loss: 0.7261

 70/182 [==========>...................] - ETA: 0s - loss: 0.7248

107/182 [================>.............] - ETA: 0s - loss: 0.7208

121/182 [==================>...........] - ETA: 0s - loss: 0.7192

147/182 [=======================>......] - ETA: 0s - loss: 0.7149

171/182 [===========================>..] - ETA: 0s - loss: 0.7103

182/182 [==============================] - 0s 2ms/step - loss: 0.7076 - val_loss: 0.7970
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.4889

 50/182 [=======>......................] - ETA: 0s - loss: 0.6103

103/182 [===============>..............] - ETA: 0s - loss: 0.6004

149/182 [=======================>......] - ETA: 0s - loss: 0.5979

182/182 [==============================] - 0s 2ms/step - loss: 0.5994 - val_loss: 0.5766
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3828

 46/182 [======>.......................] - ETA: 0s - loss: 0.5070

 74/182 [===========>..................] - ETA: 0s - loss: 0.5262

123/182 [===================>..........] - ETA: 0s - loss: 0.5411

176/182 [============================>.] - ETA: 0s - loss: 0.5473

182/182 [==============================] - 0s 2ms/step - loss: 0.5477 - val_loss: 0.5082
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.5365

 58/182 [========>.....................] - ETA: 0s - loss: 0.5404

113/182 [=================>............] - ETA: 0s - loss: 0.5384

166/182 [==========================>...] - ETA: 0s - loss: 0.5379

182/182 [==============================] - 0s 2ms/step - loss: 0.5367 - val_loss: 0.5167
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.4520

 55/182 [========>.....................] - ETA: 0s - loss: 0.4676

100/182 [===============>..............] - ETA: 0s - loss: 0.4721

139/182 [=====================>........] - ETA: 0s - loss: 0.4752

174/182 [===========================>..] - ETA: 0s - loss: 0.4784

182/182 [==============================] - 0s 2ms/step - loss: 0.4794 - val_loss: 0.5542
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.3049

 52/182 [=======>......................] - ETA: 0s - loss: 0.4633

109/182 [================>.............] - ETA: 0s - loss: 0.4657

163/182 [=========================>....] - ETA: 0s - loss: 0.4699

182/182 [==============================] - 0s 2ms/step - loss: 0.4709 - val_loss: 0.6235
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.5629

 35/182 [====>.........................] - ETA: 0s - loss: 0.5447

 72/182 [==========>...................] - ETA: 0s - loss: 0.5000

112/182 [=================>............] - ETA: 0s - loss: 0.4844

135/182 [=====================>........] - ETA: 0s - loss: 0.4791

182/182 [==============================] - 0s 2ms/step - loss: 0.4741 - val_loss: 0.6793
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.5040

 50/182 [=======>......................] - ETA: 0s - loss: 0.4525

 86/182 [=============>................] - ETA: 0s - loss: 0.4513

114/182 [=================>............] - ETA: 0s - loss: 0.4525

161/182 [=========================>....] - ETA: 0s - loss: 0.4509

182/182 [==============================] - 0s 2ms/step - loss: 0.4508 - val_loss: 0.7371
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.5067

 53/182 [=======>......................] - ETA: 0s - loss: 0.4582

105/182 [================>.............] - ETA: 0s - loss: 0.4553

154/182 [========================>.....] - ETA: 0s - loss: 0.4531

182/182 [==============================] - 0s 2ms/step - loss: 0.4520 - val_loss: 0.8258
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.6082

 44/182 [======>.......................] - ETA: 0s - loss: 0.4510

 80/182 [============>.................] - ETA: 0s - loss: 0.4402

131/182 [====================>.........] - ETA: 0s - loss: 0.4411

182/182 [==============================] - ETA: 0s - loss: 0.4389

182/182 [==============================] - 0s 2ms/step - loss: 0.4389 - val_loss: 0.8264
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.3766

 43/182 [======>.......................] - ETA: 0s - loss: 0.4276

 58/182 [========>.....................] - ETA: 0s - loss: 0.4252

 77/182 [===========>..................] - ETA: 0s - loss: 0.4216

110/182 [=================>............] - ETA: 0s - loss: 0.4202

153/182 [========================>.....] - ETA: 0s - loss: 0.4213

182/182 [==============================] - ETA: 0s - loss: 0.4218

182/182 [==============================] - 0s 2ms/step - loss: 0.4218 - val_loss: 0.8451
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.4534

 48/182 [======>.......................] - ETA: 0s - loss: 0.4220

 84/182 [============>.................] - ETA: 0s - loss: 0.4217

125/182 [===================>..........] - ETA: 0s - loss: 0.4259

179/182 [============================>.] - ETA: 0s - loss: 0.4243

182/182 [==============================] - 0s 2ms/step - loss: 0.4241 - val_loss: 0.8747
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5901

 44/182 [======>.......................] - ETA: 0s - loss: 0.4315

 87/182 [=============>................] - ETA: 0s - loss: 0.4200

129/182 [====================>.........] - ETA: 0s - loss: 0.4139

182/182 [==============================] - 0s 2ms/step - loss: 0.4111 - val_loss: 0.8440
  1/182 [..............................] - ETA: 4s - loss: 0.6670

 43/182 [======>.......................] - ETA: 0s - loss: 0.3799

 80/182 [============>.................] - ETA: 0s - loss: 0.4001

136/182 [=====================>........] - ETA: 0s - loss: 0.4256

182/182 [==============================] - 0s 1ms/step - loss: 0.4302
[CV] END learning_rate=0.0016535051383872363, n_hidden=2, n_neurons=70; total time=   6.6s
Epoch 1/100
  1/182 [..............................] - ETA: 1:08 - loss: 5.0724

 43/182 [======>.......................] - ETA: 0s - loss: 4.5646  

 91/182 [==============>...............] - ETA: 0s - loss: 3.6990

135/182 [=====================>........] - ETA: 0s - loss: 3.1854

162/182 [=========================>....] - ETA: 0s - loss: 2.9560

182/182 [==============================] - 1s 3ms/step - loss: 2.8100 - val_loss: 1.4267
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.7154

 55/182 [========>.....................] - ETA: 0s - loss: 0.7649

108/182 [================>.............] - ETA: 0s - loss: 0.7457

162/182 [=========================>....] - ETA: 0s - loss: 0.7331

182/182 [==============================] - 0s 2ms/step - loss: 0.7318 - val_loss: 1.9744
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.8307

 51/182 [=======>......................] - ETA: 0s - loss: 0.6475

104/182 [================>.............] - ETA: 0s - loss: 0.6414

145/182 [======================>.......] - ETA: 0s - loss: 0.6397

182/182 [==============================] - 0s 2ms/step - loss: 0.6407 - val_loss: 0.6863
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.6989

 20/182 [==>...........................] - ETA: 0s - loss: 0.6164

 72/182 [==========>...................] - ETA: 0s - loss: 0.6216

124/182 [===================>..........] - ETA: 0s - loss: 0.6194

165/182 [==========================>...] - ETA: 0s - loss: 0.6168

182/182 [==============================] - 0s 2ms/step - loss: 0.6152 - val_loss: 0.6143
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.4032

 57/182 [========>.....................] - ETA: 0s - loss: 0.5655

114/182 [=================>............] - ETA: 0s - loss: 0.5671

170/182 [===========================>..] - ETA: 0s - loss: 0.5667

182/182 [==============================] - 0s 2ms/step - loss: 0.5664 - val_loss: 0.6503
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.5024

 52/182 [=======>......................] - ETA: 0s - loss: 0.5104

 84/182 [============>.................] - ETA: 0s - loss: 0.5264

127/182 [===================>..........] - ETA: 0s - loss: 0.5297

172/182 [===========================>..] - ETA: 0s - loss: 0.5307

182/182 [==============================] - 0s 2ms/step - loss: 0.5310 - val_loss: 0.4967
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6325

 54/182 [=======>......................] - ETA: 0s - loss: 0.5192

104/182 [================>.............] - ETA: 0s - loss: 0.5114

153/182 [========================>.....] - ETA: 0s - loss: 0.5097

182/182 [==============================] - 0s 2ms/step - loss: 0.5094 - val_loss: 0.6220
Epoch 8/100
  1/182 [..............................] - ETA: 0s - loss: 0.8109

 53/182 [=======>......................] - ETA: 0s - loss: 0.5067

106/182 [================>.............] - ETA: 0s - loss: 0.4895

159/182 [=========================>....] - ETA: 0s - loss: 0.4891

182/182 [==============================] - 0s 2ms/step - loss: 0.4891 - val_loss: 0.4717
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2893

 54/182 [=======>......................] - ETA: 0s - loss: 0.4251

102/182 [===============>..............] - ETA: 0s - loss: 0.4371

153/182 [========================>.....] - ETA: 0s - loss: 0.4467

182/182 [==============================] - 0s 2ms/step - loss: 0.4513 - val_loss: 0.5200
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.7461

 53/182 [=======>......................] - ETA: 0s - loss: 0.5267

 98/182 [===============>..............] - ETA: 0s - loss: 0.4935

144/182 [======================>.......] - ETA: 0s - loss: 0.4790

182/182 [==============================] - 0s 2ms/step - loss: 0.4739 - val_loss: 0.4525
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3738

 53/182 [=======>......................] - ETA: 0s - loss: 0.4514

105/182 [================>.............] - ETA: 0s - loss: 0.4526

160/182 [=========================>....] - ETA: 0s - loss: 0.4508

182/182 [==============================] - 0s 2ms/step - loss: 0.4501 - val_loss: 0.5758
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3579

 53/182 [=======>......................] - ETA: 0s - loss: 0.4520

102/182 [===============>..............] - ETA: 0s - loss: 0.4588

153/182 [========================>.....] - ETA: 0s - loss: 0.4536

182/182 [==============================] - 0s 2ms/step - loss: 0.4506 - val_loss: 0.4221
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.5520

 42/182 [=====>........................] - ETA: 0s - loss: 0.4775

 90/182 [=============>................] - ETA: 0s - loss: 0.4597

143/182 [======================>.......] - ETA: 0s - loss: 0.4506

182/182 [==============================] - 0s 2ms/step - loss: 0.4463 - val_loss: 0.4266
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.7348

 50/182 [=======>......................] - ETA: 0s - loss: 0.3874

101/182 [===============>..............] - ETA: 0s - loss: 0.3949

152/182 [========================>.....] - ETA: 0s - loss: 0.4014

177/182 [============================>.] - ETA: 0s - loss: 0.4035

182/182 [==============================] - 0s 3ms/step - loss: 0.4040 - val_loss: 0.4303
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.2605

 28/182 [===>..........................] - ETA: 0s - loss: 0.3641

 55/182 [========>.....................] - ETA: 0s - loss: 0.3929

 84/182 [============>.................] - ETA: 0s - loss: 0.4057

129/182 [====================>.........] - ETA: 0s - loss: 0.4119

172/182 [===========================>..] - ETA: 0s - loss: 0.4154

182/182 [==============================] - 0s 2ms/step - loss: 0.4154 - val_loss: 0.3888
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.2427

 43/182 [======>.......................] - ETA: 0s - loss: 0.4255

 68/182 [==========>...................] - ETA: 0s - loss: 0.4332

 87/182 [=============>................] - ETA: 0s - loss: 0.4325

112/182 [=================>............] - ETA: 0s - loss: 0.4270

157/182 [========================>.....] - ETA: 0s - loss: 0.4216

182/182 [==============================] - 1s 3ms/step - loss: 0.4200 - val_loss: 0.3921
Epoch 17/100

  1/182 [..............................] - ETA: 1s - loss: 0.6748

 29/182 [===>..........................] - ETA: 0s - loss: 0.4567

 60/182 [========>.....................] - ETA: 0s - loss: 0.4240

108/182 [================>.............] - ETA: 0s - loss: 0.4075

144/182 [======================>.......] - ETA: 0s - loss: 0.4052

174/182 [===========================>..] - ETA: 0s - loss: 0.4046

182/182 [==============================] - 1s 3ms/step - loss: 0.4045 - val_loss: 0.5024
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.4742

 36/182 [====>.........................] - ETA: 0s - loss: 0.3990

 76/182 [===========>..................] - ETA: 0s - loss: 0.4047

118/182 [==================>...........] - ETA: 0s - loss: 0.4072

166/182 [==========================>...] - ETA: 0s - loss: 0.4079

182/182 [==============================] - 0s 2ms/step - loss: 0.4073 - val_loss: 0.5008
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.3510

 21/182 [==>...........................] - ETA: 0s - loss: 0.4679

 44/182 [======>.......................] - ETA: 0s - loss: 0.4550

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116/182 [==================>...........] - ETA: 0s - loss: 0.4352

156/182 [========================>.....] - ETA: 0s - loss: 0.4290

182/182 [==============================] - 1s 3ms/step - loss: 0.4253 - val_loss: 1.0808
Epoch 20/100

  1/182 [..............................] - ETA: 1s - loss: 0.3047

 18/182 [=>............................] - ETA: 0s - loss: 0.3698

 49/182 [=======>......................] - ETA: 0s - loss: 0.4048

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 - ETA: 0s - loss: 0.4076

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 - ETA: 0s - loss: 0.4068

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114/182 [=================>............] - ETA: 0s - loss: 0.4036

148/182 [=======================>......] - ETA: 0s - loss: 0.4060

174/182 [===========================>..]
 - ETA: 0s - loss: 0.4074

182/182 [==============================] - 1s 4ms/step - loss: 0.4075 - val_loss: 0.8791
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.4514

 42/182 [=====>........................] - ETA: 0s - loss: 0.4102

 82/182 [============>.................] - ETA: 0s - loss: 0.4021

122/182 [===================>..........] - ETA: 0s - loss: 0.4027

156/182 [========================>.....] - ETA: 0s - loss: 0.4027

182/182 [==============================] - 0s 2ms/step - loss: 0.4027 - val_loss: 1.3800
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.4745

 50/182 [=======>......................] - ETA: 0s - loss: 0.4316

 90/182 [=============>................] - ETA: 0s - loss: 0.4310

113/182 [=================>............] - ETA: 0s - loss: 0.4297

127/182 [===================>..........] - ETA: 0s - loss: 0.4285

134/182 [=====================>........] - ETA: 0s - loss: 0.4282

168/182 [==========================>...] - ETA: 0s - loss: 0.4261

182/182 [==============================] - 1s 3ms/step - loss: 0.4247 - val_loss: 0.5383
Epoch 23/100

  1/182 [..............................] - ETA: 2s - loss: 0.2503

 18/182 [=>............................] - ETA: 0s - loss: 0.3532

 56/182 [========>.....................] - ETA: 0s - loss: 0.3699

107/182 [================>.............] - ETA: 0s - loss: 0.3807

158/182 [=========================>....] - ETA: 0s - loss: 0.3842

182/182 [==============================] - 0s 2ms/step - loss: 0.3848 - val_loss: 0.6517
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.3468

 48/182 [======>.......................] - ETA: 0s - loss: 0.3605

 76/182 [===========>..................] - ETA: 0s - loss: 0.3638

 99/182 [===============>..............] - ETA: 0s - loss: 0.3660

124/182 [===================>..........] - ETA: 0s - loss: 0.3691

138/182 [=====================>........] - ETA: 0s - loss: 0.3704

165/182 [==========================>...] - ETA: 0s - loss: 0.3725

182/182 [==============================] - 1s 4ms/step - loss: 0.3739 - val_loss: 0.3938
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1655

 36/182 [====>.........................] - ETA: 0s - loss: 0.3274

 74/182 [===========>..................] - ETA: 0s - loss: 0.3341

118/182 [==================>...........] - ETA: 0s - loss: 0.3486

130/182 [====================>.........] - ETA: 0s - loss: 0.3508

151/182 [=======================>......] - ETA: 0s - loss: 0.3550

173/182 [===========================>..] - ETA: 0s - loss: 0.3590

182/182 [==============================] - 1s 3ms/step - loss: 0.3603 - val_loss: 0.3944
  1/182 [..............................] - ETA: 5s - loss: 0.4122

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109/182 [================>.............] - ETA: 0s - loss: 0.3713

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172/182 [===========================>..] - ETA: 0s - loss: 0.3844

182/182 [==============================] - 0s 1ms/step - loss: 0.3898
[CV] END learning_rate=0.0016535051383872363, n_hidden=2, n_neurons=70; total time=  11.2s

Epoch 1/100
  1/182 [..............................] - ETA: 48s - loss: 9.2462

  3/182 [..............................] - ETA: 5s - loss: 7.6726 

  4/182 [..............................] - ETA: 8s - loss: 7.5478

 35/182 [====>.........................] - ETA: 0s - loss: 5.0941

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 71/182 [==========>...................] - ETA: 0s - loss: 3.8421

120/182 [==================>...........] - ETA: 0s - loss: 3.0068

166/182 [==========================>...] - ETA: 0s - loss: 2.5642

182/182 [==============================] - 1s 4ms/step - loss: 2.4434 - val_loss: 5.5960
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.4519

 53/182 [=======>......................] - ETA: 0s - loss: 0.5435

106/182 [================>.............] - ETA: 0s - loss: 0.5623

160/182 [=========================>....] - ETA: 0s - loss: 0.5645

182/182 [==============================] - 0s 2ms/step - loss: 0.5642 - val_loss: 23.9245
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.2493

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152/182 [========================>.....] - ETA: 0s - loss: 0.5400

182/182 [==============================] - 0s 2ms/step - loss: 0.5356 - val_loss: 37.8842
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.3748

 52/182 [=======>......................] - ETA: 0s - loss: 0.4801

104/182 [================>.............] - ETA: 0s - loss: 0.4718

161/182 [=========================>....] - ETA: 0s - loss: 0.4732

182/182 [==============================] - 0s 2ms/step - loss: 0.4754 - val_loss: 43.5274
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3301

 62/182 [=========>....................] - ETA: 0s - loss: 0.4381

124/182 [===================>..........] - ETA: 0s - loss: 0.4565

170/182 [===========================>..] - ETA: 0s - loss: 0.4640

182/182 [==============================] - 0s 2ms/step - loss: 0.4654 - val_loss: 47.4804
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4053

 64/182 [=========>....................] - ETA: 0s - loss: 0.5061

125/182 [===================>..........] - ETA: 0s - loss: 0.4985

182/182 [==============================] - 0s 1ms/step - loss: 0.4950 - val_loss: 50.1291
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.3388

 46/182 [======>.......................] - ETA: 0s - loss: 0.4318

 96/182 [==============>...............] - ETA: 0s - loss: 0.4450

138/182 [=====================>........] - ETA: 0s - loss: 0.4506

182/182 [==============================] - ETA: 0s - loss: 0.4569

182/182 [==============================] - 0s 2ms/step - loss: 0.4571 - val_loss: 50.4986
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.2438

 39/182 [=====>........................] - ETA: 0s - loss: 0.4951

 80/182 [============>.................] - ETA: 0s - loss: 0.4875

145/182 [======================>.......] - ETA: 0s - loss: 0.4825

182/182 [==============================] - 0s 2ms/step - loss: 0.4818 - val_loss: 50.0973
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 1.2903

 37/182 [=====>........................] - ETA: 0s - loss: 0.6250

 89/182 [=============>................] - ETA: 0s - loss: 0.5419

139/182 [=====================>........] - ETA: 0s - loss: 0.5159

182/182 [==============================] - 0s 2ms/step - loss: 0.5065 - val_loss: 50.6818
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.5566

 62/182 [=========>....................] - ETA: 0s - loss: 0.4580

122/182 [===================>..........] - ETA: 0s - loss: 0.4649

182/182 [==============================] - 0s 1ms/step - loss: 0.4672 - val_loss: 49.7813
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.4895

 50/182 [=======>......................] - ETA: 0s - loss: 0.4799

 91/182 [==============>...............] - ETA: 0s - loss: 0.4825

126/182 [===================>..........] - ETA: 0s - loss: 0.4848

173/182 [===========================>..] - ETA: 0s - loss: 0.4856

182/182 [==============================] - 0s 2ms/step - loss: 0.4855 - val_loss: 49.3031
  1/182 [..............................] - ETA: 2s - loss: 0.6676

 74/182 [===========>..................] - ETA: 0s - loss: 0.5507

127/182 [===================>..........] - ETA: 0s - loss: 0.5536

175/182 [===========================>..] - ETA: 0s - loss: 0.5584

182/182 [==============================] - 0s 899us/step - loss: 1.3409
[CV] END learning_rate=0.01824796188192035, n_hidden=0, n_neurons=40; total time=   4.6s
Epoch 1/100
  1/182 [..............................] - ETA: 42s - loss: 5.2242

 68/182 [==========>...................] - ETA: 0s - loss: 3.1643 

130/182 [====================>.........] - ETA: 0s - loss: 2.3695

176/182 [============================>.] - ETA: 0s - loss: 2.0547

182/182 [==============================] - 1s 2ms/step - loss: 2.0195 - val_loss: 10.6337
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.4708

 61/182 [=========>....................] - ETA: 0s - loss: 0.6026

118/182 [==================>...........] - ETA: 0s - loss: 0.5890

182/182 [==============================] - 0s 1ms/step - loss: 0.5899 - val_loss: 365.1579
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 1.4989

 65/182 [=========>....................] - ETA: 0s - loss: 1.1587

128/182 [====================>.........] - ETA: 0s - loss: 1.1893

182/182 [==============================] - 0s 1ms/step - loss: 1.5060 - val_loss: 246.5621
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.9421

 66/182 [=========>....................] - ETA: 0s - loss: 7.5096

131/182 [====================>.........] - ETA: 0s - loss: 7.4387

182/182 [==============================] - 0s 1ms/step - loss: 6.9954 - val_loss: 272.9517
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.7983

 57/182 [========>.....................] - ETA: 0s - loss: 1.0691

117/182 [==================>...........] - ETA: 0s - loss: 1.0237

171/182 [===========================>..] - ETA: 0s - loss: 1.4889

182/182 [==============================] - 0s 2ms/step - loss: 1.6571 - val_loss: 187.7171
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.5019

 56/182 [========>.....................] - ETA: 0s - loss: 4.6496

116/182 [==================>...........] - ETA: 0s - loss: 14.7098

180/182 [============================>.] - ETA: 0s - loss: 15.4127

182/182 [==============================] - 0s 2ms/step - loss: 15.3847 - val_loss: 216.2255
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 1.2965

 61/182 [=========>....................] - ETA: 0s - loss: 1.2149

123/182 [===================>..........] - ETA: 0s - loss: 1.0684

162/182 [=========================>....] - ETA: 0s - loss: 1.0049

182/182 [==============================] - 0s 2ms/step - loss: 0.9773 - val_loss: 1.5187
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.8959

 54/182 [=======>......................] - ETA: 0s - loss: 0.5599

 92/182 [==============>...............] - ETA: 0s - loss: 0.5369

146/182 [=======================>......] - ETA: 0s - loss: 0.5362

182/182 [==============================] - 0s 2ms/step - loss: 0.5780 - val_loss: 233.8708
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 1.0254

 62/182 [=========>....................] - ETA: 0s - loss: 12.0291

127/182 [===================>..........] - ETA: 0s - loss: 20.6956

182/182 [==============================] - 0s 1ms/step - loss: 20.1561 - val_loss: 379.9620
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.7969

 66/182 [=========>....................] - ETA: 0s - loss: 71.6800

131/182 [====================>.........] - ETA: 0s - loss: 61.9026

182/182 [==============================] - 0s 1ms/step - loss: 55.0937 - val_loss: 439.2568
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.7883

 65/182 [=========>....................] - ETA: 0s - loss: 1.2796

125/182 [===================>..........] - ETA: 0s - loss: 1.3756

181/182 [============================>.] - ETA: 0s - loss: 1.4277

182/182 [==============================] - 0s 1ms/step - loss: 1.4300 - val_loss: 203.2544
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.4874

 66/182 [=========>....................] - ETA: 0s - loss: 27.0802

132/182 [====================>.........] - ETA: 0s - loss: 27.4234

182/182 [==============================] - 0s 1ms/step - loss: 25.1559 - val_loss: 226.1142
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.8474

 62/182 [=========>....................] - ETA: 0s - loss: 0.9763

129/182 [====================>.........] - ETA: 0s - loss: 0.9653

182/182 [==============================] - 0s 1ms/step - loss: 0.9483 - val_loss: 55.5667
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.4968

 66/182 [=========>....................] - ETA: 0s - loss: 1.4753

128/182 [====================>.........] - ETA: 0s - loss: 1.6305

161/182 [=========================>....] - ETA: 0s - loss: 1.7614

182/182 [==============================] - 0s 2ms/step - loss: 1.7985 - val_loss: 134.2889
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5677

 65/182 [=========>....................] - ETA: 0s - loss: 1.0323

131/182 [====================>.........] - ETA: 0s - loss: 0.9428

182/182 [==============================] - 0s 1ms/step - loss: 0.8872 - val_loss: 32.3480
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.3609

 65/182 [=========>....................] - ETA: 0s - loss: 0.6691

129/182 [====================>.........] - ETA: 0s - loss: 0.6416

182/182 [==============================] - 0s 1ms/step - loss: 0.6243 - val_loss: 12.3569
Epoch 17/100
  1/182 [..............................] - ETA: 0s - loss: 0.6583

 62/182 [=========>....................] - ETA: 0s - loss: 0.8927

129/182 [====================>.........] - ETA: 0s - loss: 1.0505

182/182 [==============================] - 0s 1ms/step - loss: 1.0664 - val_loss: 24.1663
  1/182 [..............................] - ETA: 2s - loss: 0.5672

 77/182 [===========>..................] - ETA: 0s - loss: 0.6303

154/182 [========================>.....] - ETA: 0s - loss: 0.6256

182/182 [==============================] - 0s 668us/step - loss: 0.6418
[CV] END learning_rate=0.01824796188192035, n_hidden=0, n_neurons=40; total time=   5.2s
Epoch 1/100
  1/182 [..............................] - ETA: 55s - loss: 5.7422

 51/182 [=======>......................] - ETA: 0s - loss: 3.5291 

104/182 [================>.............] - ETA: 0s - loss: 2.7578

146/182 [=======================>......] - ETA: 0s - loss: 2.4192

182/182 [==============================] - 1s 2ms/step - loss: 2.2097 - val_loss: 2.4047
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.6303

 55/182 [========>.....................] - ETA: 0s - loss: 0.6729

105/182 [================>.............] - ETA: 0s - loss: 0.6836

160/182 [=========================>....] - ETA: 0s - loss: 0.6825

182/182 [==============================] - 0s 2ms/step - loss: 0.6810 - val_loss: 0.6686
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.3539

 57/182 [========>.....................] - ETA: 0s - loss: 0.6352

114/182 [=================>............] - ETA: 0s - loss: 0.6263

170/182 [===========================>..] - ETA: 0s - loss: 0.6166

182/182 [==============================] - 0s 2ms/step - loss: 0.6139 - val_loss: 0.5084
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.4642

 56/182 [========>.....................] - ETA: 0s - loss: 0.5312

112/182 [=================>............] - ETA: 0s - loss: 0.5174

170/182 [===========================>..] - ETA: 0s - loss: 0.5159

182/182 [==============================] - 0s 2ms/step - loss: 0.5157 - val_loss: 0.5447
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.2873

 57/182 [========>.....................] - ETA: 0s - loss: 0.4342

113/182 [=================>............] - ETA: 0s - loss: 0.4517

169/182 [==========================>...] - ETA: 0s - loss: 0.4590

182/182 [==============================] - 0s 2ms/step - loss: 0.4598 - val_loss: 0.5375
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.3994

 54/182 [=======>......................] - ETA: 0s - loss: 0.4641

110/182 [=================>............] - ETA: 0s - loss: 0.4579

167/182 [==========================>...] - ETA: 0s - loss: 0.4568

182/182 [==============================] - 0s 2ms/step - loss: 0.4556 - val_loss: 0.5493
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.2715

 56/182 [========>.....................] - ETA: 0s - loss: 0.3794

113/182 [=================>............] - ETA: 0s - loss: 0.3904

170/182 [===========================>..] - ETA: 0s - loss: 0.3982

182/182 [==============================] - 0s 2ms/step - loss: 0.4000 - val_loss: 0.4953
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.2371

 57/182 [========>.....................] - ETA: 0s - loss: 0.4011

 96/182 [==============>...............] - ETA: 0s - loss: 0.3999

148/182 [=======================>......] - ETA: 0s - loss: 0.4024

182/182 [==============================] - 0s 2ms/step - loss: 0.4033 - val_loss: 0.4190
Epoch 9/100
  1/182 [..............................] - ETA: 0s - loss: 0.5253

 57/182 [========>.....................] - ETA: 0s - loss: 0.4383

114/182 [=================>............] - ETA: 0s - loss: 0.4182

171/182 [===========================>..] - ETA: 0s - loss: 0.4095

182/182 [==============================] - 0s 2ms/step - loss: 0.4089 - val_loss: 0.3946
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.5181

 51/182 [=======>......................] - ETA: 0s - loss: 0.3983

105/182 [================>.............] - ETA: 0s - loss: 0.3963

160/182 [=========================>....] - ETA: 0s - loss: 0.3934

182/182 [==============================] - 0s 2ms/step - loss: 0.3927 - val_loss: 0.3763
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3847

 55/182 [========>.....................] - ETA: 0s - loss: 0.3797

112/182 [=================>............] - ETA: 0s - loss: 0.3815

169/182 [==========================>...] - ETA: 0s - loss: 0.3832

182/182 [==============================] - 0s 2ms/step - loss: 0.3833 - val_loss: 0.3701
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.4385

 58/182 [========>.....................] - ETA: 0s - loss: 0.3992

113/182 [=================>............] - ETA: 0s - loss: 0.3925

170/182 [===========================>..] - ETA: 0s - loss: 0.3887

182/182 [==============================] - 0s 2ms/step - loss: 0.3879 - val_loss: 0.3906
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4186

 57/182 [========>.....................] - ETA: 0s - loss: 0.3820

114/182 [=================>............] - ETA: 0s - loss: 0.3722

170/182 [===========================>..] - ETA: 0s - loss: 0.3717

182/182 [==============================] - 0s 2ms/step - loss: 0.3718 - val_loss: 0.4415
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.3168

 49/182 [=======>......................] - ETA: 0s - loss: 0.3670

104/182 [================>.............] - ETA: 0s - loss: 0.3739

155/182 [========================>.....] - ETA: 0s - loss: 0.3756

182/182 [==============================] - 0s 2ms/step - loss: 0.3748 - val_loss: 0.4869
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.6037

 47/182 [======>.......................] - ETA: 0s - loss: 0.3830

101/182 [===============>..............] - ETA: 0s - loss: 0.3727

156/182 [========================>.....] - ETA: 0s - loss: 0.3658

182/182 [==============================] - 0s 2ms/step - loss: 0.3656 - val_loss: 0.5475
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.2544

 59/182 [========>.....................] - ETA: 0s - loss: 0.3109

114/182 [=================>............] - ETA: 0s - loss: 0.3357

168/182 [==========================>...] - ETA: 0s - loss: 0.3443

182/182 [==============================] - 0s 2ms/step - loss: 0.3457 - val_loss: 0.7463
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.2062

 44/182 [======>.......................] - ETA: 0s - loss: 0.3022

 89/182 [=============>................] - ETA: 0s - loss: 0.3264

140/182 [======================>.......] - ETA: 0s - loss: 0.3334

182/182 [==============================] - 0s 2ms/step - loss: 0.3386 - val_loss: 0.6965
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.2016

  8/182 [>.............................] - ETA: 1s - loss: 0.3306

 22/182 [==>...........................] - ETA: 0s - loss: 0.3588

 42/182 [=====>........................] - ETA: 0s - loss: 0.3705

 55/182 [========>.....................] - ETA: 0s - loss: 0.3699

 71/182 [==========>...................] - ETA: 0s - loss: 0.3694

106/182 [================>.............] - ETA: 0s - loss: 0.3669

157/182 [========================>.....] - ETA: 0s - loss: 0.3615

182/182 [==============================] - 1s 3ms/step - loss: 0.3607 - val_loss: 0.9589
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.2185

 41/182 [=====>........................] - ETA: 0s - loss: 0.3391

 73/182 [===========>..................] - ETA: 0s - loss: 0.3514

 97/182 [==============>...............] - ETA: 0s - loss: 0.3558

142/182 [======================>.......] - ETA: 0s - loss: 0.3574

170/182 [===========================>..] - ETA: 0s - loss: 0.3570

182/182 [==============================] - 0s 2ms/step - loss: 0.3567 - val_loss: 1.1049
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3967

 53/182 [=======>......................] - ETA: 0s - loss: 0.3841

 99/182 [===============>..............] - ETA: 0s - loss: 0.3763

138/182 [=====================>........] - ETA: 0s - loss: 0.3702

173/182 [===========================>..] - ETA: 0s - loss: 0.3672

182/182 [==============================] - 0s 2ms/step - loss: 0.3663 - val_loss: 1.1535
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.2334

 51/182 [=======>......................] - ETA: 0s - loss: 0.3685

102/182 [===============>..............] - ETA: 0s - loss: 0.3559

152/182 [========================>.....] - ETA: 0s - loss: 0.3540

182/182 [==============================] - 0s 2ms/step - loss: 0.3529 - val_loss: 1.1864
  1/182 [..............................] - ETA: 2s - loss: 0.5786

 67/182 [==========>...................] - ETA: 0s - loss: 0.3360

132/182 [====================>.........] - ETA: 0s - loss: 0.3638

182/182 [==============================] - 0s 783us/step - loss: 0.3727
[CV] END learning_rate=0.0045455096956331, n_hidden=3, n_neurons=30; total time=   7.3s
Epoch 1/100
  1/182 [..............................] - ETA: 53s - loss: 4.5744

 59/182 [========>.....................] - ETA: 0s - loss: 3.2236 

 98/182 [===============>..............] - ETA: 0s - loss: 2.6530

135/182 [=====================>........] - ETA: 0s - loss: 2.3272

182/182 [==============================] - 1s 2ms/step - loss: 2.0841 - val_loss: 4.6840
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.6974

 57/182 [========>.....................] - ETA: 0s - loss: 0.7211

112/182 [=================>............] - ETA: 0s - loss: 0.6971

163/182 [=========================>....] - ETA: 0s - loss: 0.6771

182/182 [==============================] - 0s 2ms/step - loss: 0.6750 - val_loss: 0.5377
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.7587

 37/182 [=====>........................] - ETA: 0s - loss: 0.5622

 64/182 [=========>....................] - ETA: 0s - loss: 0.5476

 98/182 [===============>..............] - ETA: 0s - loss: 0.5406

122/182 [===================>..........] - ETA: 0s - loss: 0.5366

170/182 [===========================>..] - ETA: 0s - loss: 0.5321

182/182 [==============================] - 0s 2ms/step - loss: 0.5312 - val_loss: 0.4992
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5962

 49/182 [=======>......................] - ETA: 0s - loss: 0.4768

 96/182 [==============>...............] - ETA: 0s - loss: 0.4864

144/182 [======================>.......] - ETA: 0s - loss: 0.4861

182/182 [==============================] - 0s 2ms/step - loss: 0.4838 - val_loss: 0.4777
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3446

 31/182 [====>.........................] - ETA: 0s - loss: 0.4510

 51/182 [=======>......................] - ETA: 0s - loss: 0.4516

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103/182 [===============>..............] - ETA: 0s - loss: 0.4502

141/182 [======================>.......] - ETA: 0s - loss: 0.4505

182/182 [==============================] - 0s 2ms/step - loss: 0.4494 - val_loss: 0.4680
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4330

 54/182 [=======>......................] - ETA: 0s - loss: 0.4018

108/182 [================>.............] - ETA: 0s - loss: 0.4200

162/182 [=========================>....] - ETA: 0s - loss: 0.4226

182/182 [==============================] - 0s 2ms/step - loss: 0.4230 - val_loss: 0.4724
Epoch 7/100
  1/182 [..............................] - ETA: 0s - loss: 0.6532

 55/182 [========>.....................] - ETA: 0s - loss: 0.4355

109/182 [================>.............] - ETA: 0s - loss: 0.4208

138/182 [=====================>........] - ETA: 0s - loss: 0.4177

182/182 [==============================] - 0s 2ms/step - loss: 0.4157 - val_loss: 0.4254
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.5427

 31/182 [====>.........................] - ETA: 0s - loss: 0.4353

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 65/182 [=========>....................] - ETA: 0s - loss: 0.4126

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122/182 [===================>..........] - ETA: 0s - loss: 0.4028

142/182 [======================>.......] - ETA: 0s - loss: 0.4029

170/182 [===========================>..] - ETA: 0s - loss: 0.4032

182/182 [==============================] - 1s 4ms/step - loss: 0.4033 - val_loss: 0.4243
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2252

 51/182 [=======>......................] - ETA: 0s - loss: 0.3483

100/182 [===============>..............] - ETA: 0s - loss: 0.3568

149/182 [=======================>......] - ETA: 0s - loss: 0.3673

182/182 [==============================] - 0s 2ms/step - loss: 0.3731 - val_loss: 0.4637
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.6290

 46/182 [======>.......................] - ETA: 0s - loss: 0.4689

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143/182 [======================>.......] - ETA: 0s - loss: 0.4151

182/182 [==============================] - 0s 2ms/step - loss: 0.4090 - val_loss: 0.4660
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3175

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100/182 [===============>..............] - ETA: 0s - loss: 0.3766

150/182 [=======================>......] - ETA: 0s - loss: 0.3782

182/182 [==============================] - 0s 2ms/step - loss: 0.3791 - val_loss: 0.4215
Epoch 12/100

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102/182 [===============>..............] - ETA: 0s - loss: 0.3891

149/182 [=======================>......] - ETA: 0s - loss: 0.3870

182/182 [==============================] - 0s 2ms/step - loss: 0.3853 - val_loss: 0.4515
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4440

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104/182 [================>.............] - ETA: 0s - loss: 0.3928

145/182 [======================>.......] - ETA: 0s - loss: 0.3886

182/182 [==============================] - 1s 3ms/step - loss: 0.3863 - val_loss: 0.4012
Epoch 14/100

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165/182 [==========================>...] - ETA: 0s - loss: 0.3485

182/182 [==============================] - 0s 2ms/step - loss: 0.3505 - val_loss: 0.4066
Epoch 15/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3675

161/182 [=========================>....] - ETA: 0s - loss: 0.3714

162/182 [=========================>....] - ETA: 0s - loss: 0.3715

182/182 [==============================] - 0s 3ms/step - loss: 0.3714 - val_loss: 0.3912
Epoch 16/100

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117/182 [==================>...........] - ETA: 0s - loss: 0.3839

175/182 [===========================>..] - ETA: 0s - loss: 0.3782

182/182 [==============================] - 0s 2ms/step - loss: 0.3776 - val_loss: 0.3851
Epoch 17/100

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103/182 [===============>..............] - ETA: 0s - loss: 0.3749

152/182 [========================>.....] - ETA: 0s - loss: 0.3676

182/182 [==============================] - 0s 2ms/step - loss: 0.3667 - val_loss: 0.4087
Epoch 18/100

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 - ETA: 0s - loss: 0.3678

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176/182 [============================>.] - ETA: 0s - loss: 0.3670

182/182 [==============================] - 1s 4ms/step - loss: 0.3668 - val_loss: 0.3772
Epoch 19/100

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 92/182 [==============>...............] - ETA: 0s - loss: 0.3781

120/182 [==================>...........] - ETA: 0s - loss: 0.3756

155/182 [========================>.....] - ETA: 0s - loss: 0.3733

182/182 [==============================] - 0s 2ms/step - loss: 0.3714 - val_loss: 0.4201
Epoch 20/100

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 94/182 [==============>...............] - ETA: 0s - loss: 0.3705

143/182 [======================>.......] - ETA: 0s - loss: 0.3663

182/182 [==============================] - 0s 2ms/step - loss: 0.3646 - val_loss: 0.3697
Epoch 21/100

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107/182 [================>.............] - ETA: 0s - loss: 0.3491

159/182 [=========================>....] - ETA: 0s - loss: 0.3485

182/182 [==============================] - 0s 2ms/step - loss: 0.3490 - val_loss: 0.4020
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.4052

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 93/182 [==============>...............] - ETA: 0s - loss: 0.3613

147/182 [=======================>......] - ETA: 0s - loss: 0.3601

182/182 [==============================] - 0s 2ms/step - loss: 0.3595 - val_loss: 0.4021
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1778

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 92/182 [==============>...............] - ETA: 0s - loss: 0.3291

144/182 [======================>.......] - ETA: 0s - loss: 0.3374

182/182 [==============================] - 0s 2ms/step - loss: 0.3400 - val_loss: 0.3582
Epoch 24/100

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108/182 [================>.............] - ETA: 0s - loss: 0.3316

154/182 [========================>.....] - ETA: 0s - loss: 0.3354

182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3859
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1192

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102/182 [===============>..............] - ETA: 0s - loss: 0.3049

152/182 [========================>.....] - ETA: 0s - loss: 0.3162

182/182 [==============================] - 0s 2ms/step - loss: 0.3216 - val_loss: 0.3473
Epoch 26/100

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112/182 [=================>............] - ETA: 0s - loss: 0.3567

166/182 [==========================>...] - ETA: 0s - loss: 0.3531

182/182 [==============================] - 0s 2ms/step - loss: 0.3523 - val_loss: 0.3970
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.9136

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 90/182 [=============>................] - ETA: 0s - loss: 0.3452

142/182 [======================>.......] - ETA: 0s - loss: 0.3414

182/182 [==============================] - 0s 2ms/step - loss: 0.3405 - val_loss: 0.3847
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.3535

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125/182 [===================>..........] - ETA: 0s - loss: 0.3674

172/182 [===========================>..] - ETA: 0s - loss: 0.3612

182/182 [==============================] - 0s 2ms/step - loss: 0.3600 - val_loss: 0.3552
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.2737

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106/182 [================>.............] - ETA: 0s - loss: 0.3257

157/182 [========================>.....] - ETA: 0s - loss: 0.3303

182/182 [==============================] - 0s 2ms/step - loss: 0.3319 - val_loss: 0.3547
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.2664

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103/182 [===============>..............] - ETA: 0s - loss: 0.3284

157/182 [========================>.....] - ETA: 0s - loss: 0.3357

182/182 [==============================] - 0s 2ms/step - loss: 0.3362 - val_loss: 0.3412
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.2893

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105/182 [================>.............] - ETA: 0s - loss: 0.3325

160/182 [=========================>....] - ETA: 0s - loss: 0.3342

182/182 [==============================] - 0s 2ms/step - loss: 0.3345 - val_loss: 0.3406
Epoch 32/100
  1/182 [..............................] - ETA: 0s - loss: 0.4155

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111/182 [=================>............] - ETA: 0s - loss: 0.3236

159/182 [=========================>....] - ETA: 0s - loss: 0.3283

182/182 [==============================] - 0s 2ms/step - loss: 0.3294 - val_loss: 0.3673
Epoch 33/100

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106/182 [================>.............] - ETA: 0s - loss: 0.3380

159/182 [=========================>....] - ETA: 0s - loss: 0.3353

182/182 [==============================] - 0s 2ms/step - loss: 0.3348 - val_loss: 0.3283
Epoch 34/100
  1/182 [..............................] - ETA: 0s - loss: 0.2075

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110/182 [=================>............] - ETA: 0s - loss: 0.3162

165/182 [==========================>...] - ETA: 0s - loss: 0.3252

182/182 [==============================] - 0s 2ms/step - loss: 0.3262 - val_loss: 0.3456
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.3320

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109/182 [================>.............] - ETA: 0s - loss: 0.3519

165/182 [==========================>...] - ETA: 0s - loss: 0.3468

182/182 [==============================] - 0s 2ms/step - loss: 0.3455 - val_loss: 0.3364
Epoch 36/100

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147/182 [=======================>......] - ETA: 0s - loss: 0.3498

182/182 [==============================] - 0s 2ms/step - loss: 0.3466 - val_loss: 0.3870
Epoch 37/100

  1/182 [..............................] - ETA: 0s - loss: 0.2617

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112/182 [=================>............] - ETA: 0s - loss: 0.3446

165/182 [==========================>...] - ETA: 0s - loss: 0.3383

182/182 [==============================] - 0s 2ms/step - loss: 0.3371 - val_loss: 0.3384
Epoch 38/100

  1/182 [..............................] - ETA: 0s - loss: 0.3560

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141/182 [======================>.......] - ETA: 0s - loss: 0.3337

182/182 [==============================] - 0s 2ms/step - loss: 0.3323 - val_loss: 0.3470
Epoch 39/100
  1/182 [..............................] - ETA: 0s - loss: 0.2355

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107/182 [================>.............] - ETA: 0s - loss: 0.3410

156/182 [========================>.....] - ETA: 0s - loss: 0.3396

182/182 [==============================] - 0s 2ms/step - loss: 0.3384 - val_loss: 0.3432
Epoch 40/100
  1/182 [..............................] - ETA: 0s - loss: 0.2473

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104/182 [================>.............] - ETA: 0s - loss: 0.3327

152/182 [========================>.....] - ETA: 0s - loss: 0.3346

182/182 [==============================] - 0s 2ms/step - loss: 0.3339 - val_loss: 0.3341
Epoch 41/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3451

165/182 [==========================>...] - ETA: 0s - loss: 0.3387

182/182 [==============================] - 0s 2ms/step - loss: 0.3375 - val_loss: 0.3632
Epoch 42/100

  1/182 [..............................] - ETA: 0s - loss: 0.2007

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112/182 [=================>............] - ETA: 0s - loss: 0.3198

168/182 [==========================>...] - ETA: 0s - loss: 0.3235

182/182 [==============================] - 0s 2ms/step - loss: 0.3239 - val_loss: 0.3244
Epoch 43/100

  1/182 [..............................] - ETA: 0s - loss: 0.2376

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107/182 [================>.............] - ETA: 0s - loss: 0.3424

154/182 [========================>.....] - ETA: 0s - loss: 0.3398

182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3741
Epoch 44/100

  1/182 [..............................] - ETA: 0s - loss: 0.1403

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132/182 [====================>.........] - ETA: 0s - loss: 0.3244

182/182 [==============================] - ETA: 0s - loss: 0.3240

182/182 [==============================] - 0s 2ms/step - loss: 0.3240 - val_loss: 0.3637
Epoch 45/100

  1/182 [..............................] - ETA: 0s - loss: 0.1050

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112/182 [=================>............] - ETA: 0s - loss: 0.3279

166/182 [==========================>...] - ETA: 0s - loss: 0.3274

182/182 [==============================] - 0s 2ms/step - loss: 0.3268 - val_loss: 0.3233
Epoch 46/100

  1/182 [..............................] - ETA: 0s - loss: 0.4636

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146/182 [=======================>......] - ETA: 0s - loss: 0.3286

182/182 [==============================] - 0s 2ms/step - loss: 0.3279 - val_loss: 0.3178
Epoch 47/100

  1/182 [..............................] - ETA: 0s - loss: 0.2780

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105/182 [================>.............] - ETA: 0s - loss: 0.2940

150/182 [=======================>......] - ETA: 0s - loss: 0.3024

182/182 [==============================] - 0s 2ms/step - loss: 0.3068 - val_loss: 0.3188
Epoch 48/100

  1/182 [..............................] - ETA: 0s - loss: 0.2513

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113/182 [=================>............] - ETA: 0s - loss: 0.3126

163/182 [=========================>....] - ETA: 0s - loss: 0.3129

182/182 [==============================] - 0s 2ms/step - loss: 0.3140 - val_loss: 0.3602
Epoch 49/100
  1/182 [..............................] - ETA: 0s - loss: 0.4260

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107/182 [================>.............] - ETA: 0s - loss: 0.3656

156/182 [========================>.....] - ETA: 0s - loss: 0.3522

182/182 [==============================] - 0s 2ms/step - loss: 0.3477 - val_loss: 0.3164
Epoch 50/100

  1/182 [..............................] - ETA: 0s - loss: 0.6959

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106/182 [================>.............] - ETA: 0s - loss: 0.3201

161/182 [=========================>....] - ETA: 0s - loss: 0.3212

182/182 [==============================] - 0s 2ms/step - loss: 0.3216 - val_loss: 0.3713
Epoch 51/100

  1/182 [..............................] - ETA: 0s - loss: 0.5756

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105/182 [================>.............] - ETA: 0s - loss: 0.3393

160/182 [=========================>....] - ETA: 0s - loss: 0.3335

182/182 [==============================] - 0s 2ms/step - loss: 0.3316 - val_loss: 0.3308
Epoch 52/100

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111/182 [=================>............] - ETA: 0s - loss: 0.3255

148/182 [=======================>......] - ETA: 0s - loss: 0.3215

182/182 [==============================] - 0s 2ms/step - loss: 0.3207 - val_loss: 0.3149
Epoch 53/100

  1/182 [..............................] - ETA: 0s - loss: 0.1861

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109/182 [================>.............] - ETA: 0s - loss: 0.3102

165/182 [==========================>...] - ETA: 0s - loss: 0.3110

182/182 [==============================] - 0s 2ms/step - loss: 0.3114 - val_loss: 0.3295
Epoch 54/100

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108/182 [================>.............] - ETA: 0s - loss: 0.3007

163/182 [=========================>....] - ETA: 0s - loss: 0.3050

182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 0.3269
Epoch 55/100

  1/182 [..............................] - ETA: 0s - loss: 0.2435

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110/182 [=================>............] - ETA: 0s - loss: 0.2973

165/182 [==========================>...] - ETA: 0s - loss: 0.3032

182/182 [==============================] - 0s 2ms/step - loss: 0.3045 - val_loss: 0.3222
Epoch 56/100

  1/182 [..............................] - ETA: 0s - loss: 0.5119

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151/182 [=======================>......] - ETA: 0s - loss: 0.3076

182/182 [==============================] - 0s 2ms/step - loss: 0.3090 - val_loss: 0.3625
Epoch 57/100

  1/182 [..............................] - ETA: 0s - loss: 0.1755

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109/182 [================>.............] - ETA: 0s - loss: 0.3158

163/182 [=========================>....] - ETA: 0s - loss: 0.3132

182/182 [==============================] - 0s 2ms/step - loss: 0.3131 - val_loss: 0.3158
Epoch 58/100
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110/182 [=================>............] - ETA: 0s - loss: 0.3231

158/182 [=========================>....] - ETA: 0s - loss: 0.3201

182/182 [==============================] - 0s 2ms/step - loss: 0.3190 - val_loss: 0.3388
Epoch 59/100

  1/182 [..............................] - ETA: 0s - loss: 0.2853

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107/182 [================>.............] - ETA: 0s - loss: 0.3157

161/182 [=========================>....] - ETA: 0s - loss: 0.3148

182/182 [==============================] - 0s 2ms/step - loss: 0.3145 - val_loss: 0.3144
Epoch 60/100

  1/182 [..............................] - ETA: 0s - loss: 0.2646

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104/182 [================>.............] - ETA: 0s - loss: 0.3169

157/182 [========================>.....] - ETA: 0s - loss: 0.3173

182/182 [==============================] - 0s 2ms/step - loss: 0.3164 - val_loss: 0.3273
Epoch 61/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3279

165/182 [==========================>...] - ETA: 0s - loss: 0.3214

182/182 [==============================] - 0s 2ms/step - loss: 0.3201 - val_loss: 0.3571
Epoch 62/100

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112/182 [=================>............] - ETA: 0s - loss: 0.3280

162/182 [=========================>....] - ETA: 0s - loss: 0.3235

182/182 [==============================] - 0s 2ms/step - loss: 0.3219 - val_loss: 0.3322
Epoch 63/100

  1/182 [..............................] - ETA: 0s - loss: 0.1716

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101/182 [===============>..............] - ETA: 0s - loss: 0.3150

156/182 [========================>.....] - ETA: 0s - loss: 0.3148

182/182 [==============================] - 0s 2ms/step - loss: 0.3143 - val_loss: 0.3087
Epoch 64/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.3064 - val_loss: 0.3557
Epoch 65/100

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145/182 [======================>.......] - ETA: 0s - loss: 0.2965

182/182 [==============================] - 0s 2ms/step - loss: 0.2986 - val_loss: 0.3368
Epoch 66/100

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139/182 [=====================>........] - ETA: 0s - loss: 0.2975

182/182 [==============================] - 0s 2ms/step - loss: 0.3006 - val_loss: 0.3180
Epoch 67/100

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182/182 [==============================] - 0s 2ms/step - loss: 0.3005 - val_loss: 0.3633
Epoch 68/100

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140/182 [======================>.......] - ETA: 0s - loss: 0.3189

182/182 [==============================] - 0s 2ms/step - loss: 0.3166 - val_loss: 0.3121
Epoch 69/100

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174/182 [===========================>..] - ETA: 0s - loss: 0.2943

182/182 [==============================] - 0s 2ms/step - loss: 0.2949 - val_loss: 0.3399
Epoch 70/100

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135/182 [=====================>........] - ETA: 0s - loss: 0.3028

176/182 [============================>.] - ETA: 0s - loss: 0.3044

182/182 [==============================] - 0s 2ms/step - loss: 0.3044 - val_loss: 0.3343
Epoch 71/100

  1/182 [..............................] - ETA: 0s - loss: 0.2235

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 92/182 [==============>...............] - ETA: 0s - loss: 0.3042

133/182 [====================>.........] - ETA: 0s - loss: 0.3036

178/182 [============================>.] - ETA: 0s - loss: 0.3033

182/182 [==============================] - 0s 2ms/step - loss: 0.3033 - val_loss: 0.3333
Epoch 72/100

  1/182 [..............................] - ETA: 0s - loss: 0.1242

 46/182 [======>.......................] - ETA: 0s - loss: 0.2655

 89/182 [=============>................] - ETA: 0s - loss: 0.2816

134/182 [=====================>........] - ETA: 0s - loss: 0.2881

180/182 [============================>.] - ETA: 0s - loss: 0.2918

182/182 [==============================] - 0s 2ms/step - loss: 0.2920 - val_loss: 0.4583
Epoch 73/100

  1/182 [..............................] - ETA: 0s - loss: 0.2071

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103/182 [===============>..............] - ETA: 0s - loss: 0.2783

151/182 [=======================>......] - ETA: 0s - loss: 0.2875

182/182 [==============================] - 0s 2ms/step - loss: 0.2908 - val_loss: 0.4119
  1/182 [..............................] - ETA: 3s - loss: 0.4035

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169/182 [==========================>...] - ETA: 0s - loss: 0.3258

182/182 [==============================] - 0s 905us/step - loss: 0.3317
[CV] END learning_rate=0.0045455096956331, n_hidden=3, n_neurons=30; total time=  25.4s
Epoch 1/100
  1/182 [..............................] - ETA: 52s - loss: 7.7747

 52/182 [=======>......................] - ETA: 0s - loss: 5.8464 

101/182 [===============>..............] - ETA: 0s - loss: 4.8618

150/182 [=======================>......] - ETA: 0s - loss: 4.1959

182/182 [==============================] - 1s 2ms/step - loss: 3.8643 - val_loss: 2.9804
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.7574

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147/182 [=======================>......] - ETA: 0s - loss: 0.7820

182/182 [==============================] - 0s 2ms/step - loss: 0.7785 - val_loss: 1.6339
Epoch 3/100

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147/182 [=======================>......] - ETA: 0s - loss: 0.7122

182/182 [==============================] - 0s 2ms/step - loss: 0.7053 - val_loss: 0.7989
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5605

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116/182 [==================>...........] - ETA: 0s - loss: 0.6078

174/182 [===========================>..] - ETA: 0s - loss: 0.6106

182/182 [==============================] - 0s 2ms/step - loss: 0.6110 - val_loss: 0.5436
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3532

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118/182 [==================>...........] - ETA: 0s - loss: 0.5533

173/182 [===========================>..] - ETA: 0s - loss: 0.5622

182/182 [==============================] - 0s 2ms/step - loss: 0.5629 - val_loss: 0.6848
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.5061

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107/182 [================>.............] - ETA: 0s - loss: 0.5560

164/182 [==========================>...] - ETA: 0s - loss: 0.5553

182/182 [==============================] - 0s 2ms/step - loss: 0.5539 - val_loss: 1.0607
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.5005

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100/182 [===============>..............] - ETA: 0s - loss: 0.4910

150/182 [=======================>......] - ETA: 0s - loss: 0.4934

182/182 [==============================] - 0s 2ms/step - loss: 0.4968 - val_loss: 1.4976
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.3410

 44/182 [======>.......................] - ETA: 0s - loss: 0.4967

 89/182 [=============>................] - ETA: 0s - loss: 0.4925

128/182 [====================>.........] - ETA: 0s - loss: 0.4927

165/182 [==========================>...] - ETA: 0s - loss: 0.4931

182/182 [==============================] - 0s 2ms/step - loss: 0.4934 - val_loss: 2.0102
Epoch 9/100

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100/182 [===============>..............] - ETA: 0s - loss: 0.5108

151/182 [=======================>......] - ETA: 0s - loss: 0.4967

182/182 [==============================] - 0s 2ms/step - loss: 0.4931 - val_loss: 2.4068
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.5419

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128/182 [====================>.........] - ETA: 0s - loss: 0.4611

170/182 [===========================>..] - ETA: 0s - loss: 0.4609

182/182 [==============================] - 0s 2ms/step - loss: 0.4613 - val_loss: 2.7186
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.4601

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125/182 [===================>..........] - ETA: 0s - loss: 0.4607

171/182 [===========================>..] - ETA: 0s - loss: 0.4610

182/182 [==============================] - 0s 2ms/step - loss: 0.4609 - val_loss: 3.0404
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.6500

 45/182 [======>.......................] - ETA: 0s - loss: 0.4756

 90/182 [=============>................] - ETA: 0s - loss: 0.4613

134/182 [=====================>........] - ETA: 0s - loss: 0.4604

178/182 [============================>.] - ETA: 0s - loss: 0.4572

182/182 [==============================] - 0s 2ms/step - loss: 0.4569 - val_loss: 3.1563
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4175

 44/182 [======>.......................] - ETA: 0s - loss: 0.4444

 89/182 [=============>................] - ETA: 0s - loss: 0.4362

134/182 [=====================>........] - ETA: 0s - loss: 0.4365

180/182 [============================>.] - ETA: 0s - loss: 0.4367

182/182 [==============================] - 0s 2ms/step - loss: 0.4368 - val_loss: 3.2574
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.4210

 43/182 [======>.......................] - ETA: 0s - loss: 0.4318

 88/182 [=============>................] - ETA: 0s - loss: 0.4362

133/182 [====================>.........] - ETA: 0s - loss: 0.4411

178/182 [============================>.] - ETA: 0s - loss: 0.4398

182/182 [==============================] - 0s 2ms/step - loss: 0.4396 - val_loss: 3.3556
  1/182 [..............................] - ETA: 3s - loss: 0.6706

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110/182 [=================>............] - ETA: 0s - loss: 0.4281

167/182 [==========================>...] - ETA: 0s - loss: 0.4423

182/182 [==============================] - 0s 927us/step - loss: 0.4917
[CV] END learning_rate=0.0020587676114196545, n_hidden=1, n_neurons=49; total time=   5.4s
Epoch 1/100
  1/182 [..............................] - ETA: 1:02 - loss: 3.6862

 46/182 [======>.......................] - ETA: 0s - loss: 3.6740  

 92/182 [==============>...............] - ETA: 0s - loss: 3.2979

128/182 [====================>.........] - ETA: 0s - loss: 3.0496

173/182 [===========================>..] - ETA: 0s - loss: 2.8695

182/182 [==============================] - 1s 3ms/step - loss: 2.8401 - val_loss: 1.5065
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.8850

 44/182 [======>.......................] - ETA: 0s - loss: 1.0016

 88/182 [=============>................] - ETA: 0s - loss: 0.9503

133/182 [====================>.........] - ETA: 0s - loss: 0.9147

177/182 [============================>.] - ETA: 0s - loss: 0.8879

182/182 [==============================] - 0s 2ms/step - loss: 0.8850 - val_loss: 0.6967
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.8387

 39/182 [=====>........................] - ETA: 0s - loss: 0.6813

 82/182 [============>.................] - ETA: 0s - loss: 0.6684

126/182 [===================>..........] - ETA: 0s - loss: 0.6654

171/182 [===========================>..] - ETA: 0s - loss: 0.6650

182/182 [==============================] - 0s 2ms/step - loss: 0.6651 - val_loss: 0.6338
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.7285

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145/182 [======================>.......] - ETA: 0s - loss: 0.6348

182/182 [==============================] - 0s 2ms/step - loss: 0.6332 - val_loss: 0.5938
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.4403

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 99/182 [===============>..............] - ETA: 0s - loss: 0.6001

148/182 [=======================>......] - ETA: 0s - loss: 0.6008

182/182 [==============================] - 0s 2ms/step - loss: 0.6001 - val_loss: 0.5804
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.5179

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104/182 [================>.............] - ETA: 0s - loss: 0.5601

155/182 [========================>.....] - ETA: 0s - loss: 0.5634

182/182 [==============================] - 0s 2ms/step - loss: 0.5645 - val_loss: 0.5417
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6921

 44/182 [======>.......................] - ETA: 0s - loss: 0.5670

 93/182 [==============>...............] - ETA: 0s - loss: 0.5522

143/182 [======================>.......] - ETA: 0s - loss: 0.5498

182/182 [==============================] - 0s 2ms/step - loss: 0.5485 - val_loss: 0.5416
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.8170

 53/182 [=======>......................] - ETA: 0s - loss: 0.5539

105/182 [================>.............] - ETA: 0s - loss: 0.5339

158/182 [=========================>....] - ETA: 0s - loss: 0.5314

182/182 [==============================] - 0s 2ms/step - loss: 0.5307 - val_loss: 0.5183
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2992

 52/182 [=======>......................] - ETA: 0s - loss: 0.4488

 98/182 [===============>..............] - ETA: 0s - loss: 0.4637

133/182 [====================>.........] - ETA: 0s - loss: 0.4710

182/182 [==============================] - ETA: 0s - loss: 0.4813

182/182 [==============================] - 0s 2ms/step - loss: 0.4815 - val_loss: 0.4888
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.8084

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102/182 [===============>..............] - ETA: 0s - loss: 0.5271

154/182 [========================>.....] - ETA: 0s - loss: 0.5121

182/182 [==============================] - 0s 2ms/step - loss: 0.5086 - val_loss: 0.4783
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3989

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102/182 [===============>..............] - ETA: 0s - loss: 0.4817

151/182 [=======================>......] - ETA: 0s - loss: 0.4809

182/182 [==============================] - 0s 2ms/step - loss: 0.4801 - val_loss: 0.4834
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.4124

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103/182 [===============>..............] - ETA: 0s - loss: 0.4864

154/182 [========================>.....] - ETA: 0s - loss: 0.4825

182/182 [==============================] - 0s 2ms/step - loss: 0.4797 - val_loss: 0.4594
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.6207

 51/182 [=======>......................] - ETA: 0s - loss: 0.5011

 90/182 [=============>................] - ETA: 0s - loss: 0.4919

141/182 [======================>.......] - ETA: 0s - loss: 0.4822

182/182 [==============================] - 0s 2ms/step - loss: 0.4771 - val_loss: 0.4575
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.6445

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104/182 [================>.............] - ETA: 0s - loss: 0.4168

155/182 [========================>.....] - ETA: 0s - loss: 0.4254

182/182 [==============================] - 0s 2ms/step - loss: 0.4284 - val_loss: 0.4514
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.2269

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104/182 [================>.............] - ETA: 0s - loss: 0.4331

156/182 [========================>.....] - ETA: 0s - loss: 0.4403

182/182 [==============================] - 0s 2ms/step - loss: 0.4413 - val_loss: 0.4515
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.2412

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100/182 [===============>..............] - ETA: 0s - loss: 0.4587

152/182 [========================>.....] - ETA: 0s - loss: 0.4503

182/182 [==============================] - 0s 2ms/step - loss: 0.4480 - val_loss: 0.4344
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.6941

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103/182 [===============>..............] - ETA: 0s - loss: 0.4357

153/182 [========================>.....] - ETA: 0s - loss: 0.4323

182/182 [==============================] - 0s 2ms/step - loss: 0.4317 - val_loss: 0.4426
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.4583

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101/182 [===============>..............] - ETA: 0s - loss: 0.4285

152/182 [========================>.....] - ETA: 0s - loss: 0.4321

182/182 [==============================] - 0s 2ms/step - loss: 0.4314 - val_loss: 0.4350
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.3521

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108/182 [================>.............] - ETA: 0s - loss: 0.4359

155/182 [========================>.....] - ETA: 0s - loss: 0.4342

182/182 [==============================] - 0s 2ms/step - loss: 0.4326 - val_loss: 0.4455
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3089

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111/182 [=================>............] - ETA: 0s - loss: 0.4380

167/182 [==========================>...] - ETA: 0s - loss: 0.4340

182/182 [==============================] - 0s 2ms/step - loss: 0.4327 - val_loss: 0.4332
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.4900

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115/182 [=================>............] - ETA: 0s - loss: 0.4113

169/182 [==========================>...] - ETA: 0s - loss: 0.4115

182/182 [==============================] - 0s 2ms/step - loss: 0.4117 - val_loss: 0.4389
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.5267

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148/182 [=======================>......] - ETA: 0s - loss: 0.4239

182/182 [==============================] - 0s 2ms/step - loss: 0.4228 - val_loss: 0.4390
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.2635

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113/182 [=================>............] - ETA: 0s - loss: 0.4036

170/182 [===========================>..] - ETA: 0s - loss: 0.4061

182/182 [==============================] - 0s 2ms/step - loss: 0.4063 - val_loss: 0.4349
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.4043

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115/182 [=================>............] - ETA: 0s - loss: 0.3976

172/182 [===========================>..] - ETA: 0s - loss: 0.4003

182/182 [==============================] - 0s 2ms/step - loss: 0.4007 - val_loss: 0.4485
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1964

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115/182 [=================>............] - ETA: 0s - loss: 0.3662

171/182 [===========================>..] - ETA: 0s - loss: 0.3782

182/182 [==============================] - 0s 2ms/step - loss: 0.3800 - val_loss: 0.4147
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.3978

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106/182 [================>.............] - ETA: 0s - loss: 0.4102

164/182 [==========================>...] - ETA: 0s - loss: 0.4071

182/182 [==============================] - 0s 2ms/step - loss: 0.4067 - val_loss: 0.4511
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 1.1262

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113/182 [=================>............] - ETA: 0s - loss: 0.4130

170/182 [===========================>..] - ETA: 0s - loss: 0.4066

182/182 [==============================] - 0s 2ms/step - loss: 0.4061 - val_loss: 0.4434
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.4540

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114/182 [=================>............] - ETA: 0s - loss: 0.4352

164/182 [==========================>...] - ETA: 0s - loss: 0.4260

182/182 [==============================] - 0s 2ms/step - loss: 0.4234 - val_loss: 0.4242
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.3433

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111/182 [=================>............] - ETA: 0s - loss: 0.3793

159/182 [=========================>....] - ETA: 0s - loss: 0.3847

182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4213
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.3427

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119/182 [==================>...........] - ETA: 0s - loss: 0.3930

178/182 [============================>.] - ETA: 0s - loss: 0.3960

182/182 [==============================] - 0s 2ms/step - loss: 0.3960 - val_loss: 0.4090
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.3582

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118/182 [==================>...........] - ETA: 0s - loss: 0.3920

177/182 [============================>.] - ETA: 0s - loss: 0.3926

182/182 [==============================] - 0s 2ms/step - loss: 0.3927 - val_loss: 0.4129
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.5178

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118/182 [==================>...........] - ETA: 0s - loss: 0.3900

176/182 [============================>.] - ETA: 0s - loss: 0.3930

182/182 [==============================] - 0s 2ms/step - loss: 0.3930 - val_loss: 0.4337
Epoch 33/100

  1/182 [..............................] - ETA: 0s - loss: 0.4247

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106/182 [================>.............] - ETA: 0s - loss: 0.3926

164/182 [==========================>...] - ETA: 0s - loss: 0.3914

182/182 [==============================] - 0s 2ms/step - loss: 0.3912 - val_loss: 0.3977
Epoch 34/100

  1/182 [..............................] - ETA: 0s - loss: 0.2677

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116/182 [==================>...........] - ETA: 0s - loss: 0.3805

173/182 [===========================>..] - ETA: 0s - loss: 0.3863

182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4091
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.3254

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118/182 [==================>...........] - ETA: 0s - loss: 0.4000

174/182 [===========================>..] - ETA: 0s - loss: 0.3981

182/182 [==============================] - 0s 2ms/step - loss: 0.3978 - val_loss: 0.4115
Epoch 36/100

  1/182 [..............................] - ETA: 0s - loss: 0.4616

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114/182 [=================>............] - ETA: 0s - loss: 0.4174

171/182 [===========================>..] - ETA: 0s - loss: 0.4093

182/182 [==============================] - 0s 2ms/step - loss: 0.4079 - val_loss: 0.4330
Epoch 37/100

  1/182 [..............................] - ETA: 0s - loss: 0.3149

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114/182 [=================>............] - ETA: 0s - loss: 0.3935

173/182 [===========================>..] - ETA: 0s - loss: 0.3903

182/182 [==============================] - 0s 2ms/step - loss: 0.3899 - val_loss: 0.4002
Epoch 38/100

  1/182 [..............................] - ETA: 0s - loss: 0.4471

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114/182 [=================>............] - ETA: 0s - loss: 0.3995

171/182 [===========================>..] - ETA: 0s - loss: 0.3963

182/182 [==============================] - 0s 2ms/step - loss: 0.3957 - val_loss: 0.4008
Epoch 39/100

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174/182 [===========================>..] - ETA: 0s - loss: 0.4021

182/182 [==============================] - 0s 2ms/step - loss: 0.4014 - val_loss: 0.4093
Epoch 40/100

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107/182 [================>.............] - ETA: 0s - loss: 0.3929

164/182 [==========================>...] - ETA: 0s - loss: 0.3943

182/182 [==============================] - 0s 2ms/step - loss: 0.3936 - val_loss: 0.4054
Epoch 41/100

  1/182 [..............................] - ETA: 0s - loss: 0.6101

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117/182 [==================>...........] - ETA: 0s - loss: 0.4115

175/182 [===========================>..] - ETA: 0s - loss: 0.4038

182/182 [==============================] - 0s 2ms/step - loss: 0.4030 - val_loss: 0.4247
Epoch 42/100

  1/182 [..............................] - ETA: 0s - loss: 0.3079

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117/182 [==================>...........] - ETA: 0s - loss: 0.3840

174/182 [===========================>..] - ETA: 0s - loss: 0.3860

182/182 [==============================] - 0s 2ms/step - loss: 0.3861 - val_loss: 0.3963
Epoch 43/100

  1/182 [..............................] - ETA: 0s - loss: 0.3197

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109/182 [================>.............] - ETA: 0s - loss: 0.4126

166/182 [==========================>...] - ETA: 0s - loss: 0.4059

182/182 [==============================] - 0s 2ms/step - loss: 0.4037 - val_loss: 0.4229
Epoch 44/100

  1/182 [..............................] - ETA: 0s - loss: 0.2292

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112/182 [=================>............] - ETA: 0s - loss: 0.3803

171/182 [===========================>..] - ETA: 0s - loss: 0.3801

182/182 [==============================] - 0s 2ms/step - loss: 0.3802 - val_loss: 0.4379
Epoch 45/100

  1/182 [..............................] - ETA: 0s - loss: 0.2346

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116/182 [==================>...........] - ETA: 0s - loss: 0.3868

174/182 [===========================>..] - ETA: 0s - loss: 0.3848

182/182 [==============================] - 0s 2ms/step - loss: 0.3846 - val_loss: 0.3809
Epoch 46/100

  1/182 [..............................] - ETA: 0s - loss: 0.4856

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111/182 [=================>............] - ETA: 0s - loss: 0.3900

165/182 [==========================>...] - ETA: 0s - loss: 0.3873

182/182 [==============================] - 0s 2ms/step - loss: 0.3869 - val_loss: 0.3744
Epoch 47/100

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121/182 [==================>...........] - ETA: 0s - loss: 0.3621

178/182 [============================>.] - ETA: 0s - loss: 0.3699

182/182 [==============================] - 0s 2ms/step - loss: 0.3702 - val_loss: 0.3730
Epoch 48/100

  1/182 [..............................] - ETA: 0s - loss: 0.3702

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115/182 [=================>............] - ETA: 0s - loss: 0.3715

169/182 [==========================>...] - ETA: 0s - loss: 0.3725

182/182 [==============================] - 0s 2ms/step - loss: 0.3732 - val_loss: 0.4170
Epoch 49/100

  1/182 [..............................] - ETA: 0s - loss: 0.4751

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104/182 [================>.............] - ETA: 0s - loss: 0.4315

156/182 [========================>.....] - ETA: 0s - loss: 0.4162

182/182 [==============================] - 0s 2ms/step - loss: 0.4110 - val_loss: 0.3876
Epoch 50/100

  1/182 [..............................] - ETA: 0s - loss: 0.8996

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111/182 [=================>............] - ETA: 0s - loss: 0.3885

157/182 [========================>.....] - ETA: 0s - loss: 0.3865

182/182 [==============================] - 0s 2ms/step - loss: 0.3861 - val_loss: 0.4214
Epoch 51/100

  1/182 [..............................] - ETA: 0s - loss: 0.7652

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115/182 [=================>............] - ETA: 0s - loss: 0.4032

168/182 [==========================>...] - ETA: 0s - loss: 0.3958

182/182 [==============================] - 0s 2ms/step - loss: 0.3942 - val_loss: 0.4024
Epoch 52/100

  1/182 [..............................] - ETA: 0s - loss: 0.4287

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113/182 [=================>............] - ETA: 0s - loss: 0.3807

166/182 [==========================>...] - ETA: 0s - loss: 0.3773

182/182 [==============================] - 0s 2ms/step - loss: 0.3773 - val_loss: 0.3817
Epoch 53/100

  1/182 [..............................] - ETA: 0s - loss: 0.2344

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115/182 [=================>............] - ETA: 0s - loss: 0.3780

173/182 [===========================>..] - ETA: 0s - loss: 0.3764

182/182 [==============================] - 0s 2ms/step - loss: 0.3763 - val_loss: 0.3803
Epoch 54/100

  1/182 [..............................] - ETA: 0s - loss: 0.2747

 59/182 [========>.....................] - ETA: 0s - loss: 0.3353

116/182 [==================>...........] - ETA: 0s - loss: 0.3537

175/182 [===========================>..] - ETA: 0s - loss: 0.3600

182/182 [==============================] - 0s 2ms/step - loss: 0.3606 - val_loss: 0.3807
Epoch 55/100

  1/182 [..............................] - ETA: 0s - loss: 0.3308

 59/182 [========>.....................] - ETA: 0s - loss: 0.3341

118/182 [==================>...........] - ETA: 0s - loss: 0.3498

178/182 [============================>.] - ETA: 0s - loss: 0.3588

182/182 [==============================] - 0s 2ms/step - loss: 0.3593 - val_loss: 0.3721
Epoch 56/100

  1/182 [..............................] - ETA: 0s - loss: 0.6408

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115/182 [=================>............] - ETA: 0s - loss: 0.3763

168/182 [==========================>...] - ETA: 0s - loss: 0.3750

182/182 [==============================] - 0s 2ms/step - loss: 0.3751 - val_loss: 0.3963
Epoch 57/100

  1/182 [..............................] - ETA: 0s - loss: 0.2108

 57/182 [========>.....................] - ETA: 0s - loss: 0.3762

115/182 [=================>............] - ETA: 0s - loss: 0.3760

165/182 [==========================>...] - ETA: 0s - loss: 0.3738

182/182 [==============================] - 0s 2ms/step - loss: 0.3738 - val_loss: 0.3777
Epoch 58/100

  1/182 [..............................] - ETA: 0s - loss: 0.2919

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104/182 [================>.............] - ETA: 0s - loss: 0.3897

152/182 [========================>.....] - ETA: 0s - loss: 0.3858

182/182 [==============================] - 0s 2ms/step - loss: 0.3834 - val_loss: 0.3695
Epoch 59/100

  1/182 [..............................] - ETA: 0s - loss: 0.3907

 52/182 [=======>......................] - ETA: 0s - loss: 0.3942

102/182 [===============>..............] - ETA: 0s - loss: 0.3856

154/182 [========================>.....] - ETA: 0s - loss: 0.3826

182/182 [==============================] - 0s 2ms/step - loss: 0.3813 - val_loss: 0.3699
Epoch 60/100

  1/182 [..............................] - ETA: 0s - loss: 0.3947

 57/182 [========>.....................] - ETA: 0s - loss: 0.3546

113/182 [=================>............] - ETA: 0s - loss: 0.3605

164/182 [==========================>...] - ETA: 0s - loss: 0.3636

182/182 [==============================] - 0s 2ms/step - loss: 0.3642 - val_loss: 0.3884
Epoch 61/100

  1/182 [..............................] - ETA: 0s - loss: 0.4285

 35/182 [====>.........................] - ETA: 0s - loss: 0.3908

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110/182 [=================>............] - ETA: 0s - loss: 0.3942

168/182 [==========================>...] - ETA: 0s - loss: 0.3869

182/182 [==============================] - 0s 2ms/step - loss: 0.3855 - val_loss: 0.4101
Epoch 62/100

  1/182 [..............................] - ETA: 0s - loss: 0.4490

 40/182 [=====>........................] - ETA: 0s - loss: 0.3992

 93/182 [==============>...............] - ETA: 0s - loss: 0.3965

148/182 [=======================>......] - ETA: 0s - loss: 0.3897

182/182 [==============================] - 1s 3ms/step - loss: 0.3865 - val_loss: 0.4033
Epoch 63/100

  1/182 [..............................] - ETA: 0s - loss: 0.2472

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128/182 [====================>.........] - ETA: 0s - loss: 0.3764

162/182 [=========================>....] - ETA: 0s - loss: 0.3764

182/182 [==============================] - 1s 3ms/step - loss: 0.3759 - val_loss: 0.3583
Epoch 64/100

  1/182 [..............................] - ETA: 0s - loss: 0.3596

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 92/182 [==============>...............] - ETA: 0s - loss: 0.3722

138/182 [=====================>........] - ETA: 0s - loss: 0.3725

182/182 [==============================] - 0s 2ms/step - loss: 0.3720 - val_loss: 0.3932
Epoch 65/100

  1/182 [..............................] - ETA: 0s - loss: 0.2408

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 93/182 [==============>...............] - ETA: 0s - loss: 0.3360

134/182 [=====================>........] - ETA: 0s - loss: 0.3470

175/182 [===========================>..] - ETA: 0s - loss: 0.3518

182/182 [==============================] - 0s 2ms/step - loss: 0.3525 - val_loss: 0.3851
Epoch 66/100

  1/182 [..............................] - ETA: 0s - loss: 0.2329

 44/182 [======>.......................] - ETA: 0s - loss: 0.3478

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120/182 [==================>...........] - ETA: 0s - loss: 0.3625

164/182 [==========================>...] - ETA: 0s - loss: 0.3653

182/182 [==============================] - 0s 2ms/step - loss: 0.3659 - val_loss: 0.3804
Epoch 67/100

  1/182 [..............................] - ETA: 0s - loss: 0.4529

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104/182 [================>.............] - ETA: 0s - loss: 0.3521

151/182 [=======================>......] - ETA: 0s - loss: 0.3538

182/182 [==============================] - 0s 2ms/step - loss: 0.3562 - val_loss: 0.4052
Epoch 68/100

  1/182 [..............................] - ETA: 0s - loss: 0.5901

 59/182 [========>.....................] - ETA: 0s - loss: 0.4008

107/182 [================>.............] - ETA: 0s - loss: 0.3916

139/182 [=====================>........] - ETA: 0s - loss: 0.3864

182/182 [==============================] - 0s 2ms/step - loss: 0.3830 - val_loss: 0.3774
Epoch 69/100

  1/182 [..............................] - ETA: 0s - loss: 0.3078

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 85/182 [=============>................] - ETA: 0s - loss: 0.3592

129/182 [====================>.........] - ETA: 0s - loss: 0.3582

167/182 [==========================>...] - ETA: 0s - loss: 0.3585

182/182 [==============================] - 0s 2ms/step - loss: 0.3593 - val_loss: 0.3882
Epoch 70/100

  1/182 [..............................] - ETA: 0s - loss: 0.6494

 42/182 [=====>........................] - ETA: 0s - loss: 0.3746

 89/182 [=============>................] - ETA: 0s - loss: 0.3725

146/182 [=======================>......] - ETA: 0s - loss: 0.3714

182/182 [==============================] - 0s 2ms/step - loss: 0.3714 - val_loss: 0.3918
Epoch 71/100

  1/182 [..............................] - ETA: 0s - loss: 0.3218

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 95/182 [==============>...............] - ETA: 0s - loss: 0.3653

150/182 [=======================>......] - ETA: 0s - loss: 0.3644

182/182 [==============================] - 0s 2ms/step - loss: 0.3645 - val_loss: 0.3642
Epoch 72/100

  1/182 [..............................] - ETA: 0s - loss: 0.1928

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101/182 [===============>..............] - ETA: 0s - loss: 0.3530

147/182 [=======================>......] - ETA: 0s - loss: 0.3554

182/182 [==============================] - 0s 2ms/step - loss: 0.3573 - val_loss: 0.4191
Epoch 73/100

  1/182 [..............................] - ETA: 0s - loss: 0.1670

 37/182 [=====>........................] - ETA: 0s - loss: 0.2911

 85/182 [=============>................] - ETA: 0s - loss: 0.3192

142/182 [======================>.......] - ETA: 0s - loss: 0.3363

182/182 [==============================] - 0s 2ms/step - loss: 0.3427 - val_loss: 0.3616
  1/182 [..............................] - ETA: 2s - loss: 0.4220

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108/182 [================>.............] - ETA: 0s - loss: 0.3549

166/182 [==========================>...] - ETA: 0s - loss: 0.3604

182/182 [==============================] - 0s 930us/step - loss: 0.3712
[CV] END learning_rate=0.0020587676114196545, n_hidden=1, n_neurons=49; total time=  24.0s
Epoch 1/100
  1/182 [..............................] - ETA: 57s - loss: 5.3895

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 83/182 [============>.................] - ETA: 0s - loss: 2.4288

129/182 [====================>.........] - ETA: 0s - loss: 2.0386

152/182 [========================>.....] - ETA: 0s - loss: 1.9069

179/182 [============================>.] - ETA: 0s - loss: 1.7837

182/182 [==============================] - 1s 3ms/step - loss: 1.7677 - val_loss: 9.7311
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5433

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148/182 [=======================>......] - ETA: 0s - loss: 0.5710

179/182 [============================>.] - ETA: 0s - loss: 0.5683

182/182 [==============================] - 0s 2ms/step - loss: 0.5678 - val_loss: 1.3817
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.2282

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112/182 [=================>............] - ETA: 0s - loss: 0.5118

147/182 [=======================>......] - ETA: 0s - loss: 0.5040

182/182 [==============================] - 0s 2ms/step - loss: 0.4953 - val_loss: 0.4010
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.2967

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148/182 [=======================>......] - ETA: 0s - loss: 0.4004

182/182 [==============================] - 0s 2ms/step - loss: 0.4030 - val_loss: 0.4842
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.2418

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144/182 [======================>.......] - ETA: 0s - loss: 0.3764

182/182 [==============================] - 0s 2ms/step - loss: 0.3797 - val_loss: 0.4339
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4023

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100/182 [===============>..............] - ETA: 0s - loss: 0.3942

147/182 [=======================>......] - ETA: 0s - loss: 0.3951

182/182 [==============================] - 0s 2ms/step - loss: 0.3924 - val_loss: 0.4961
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.2525

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135/182 [=====================>........] - ETA: 0s - loss: 0.3419

176/182 [============================>.] - ETA: 0s - loss: 0.3470

182/182 [==============================] - 0s 2ms/step - loss: 0.3480 - val_loss: 0.3700
Epoch 8/100
  1/182 [..............................] - ETA: 0s - loss: 0.1569

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108/182 [================>.............] - ETA: 0s - loss: 0.3513

155/182 [========================>.....] - ETA: 0s - loss: 0.3545

182/182 [==============================] - 0s 2ms/step - loss: 0.3555 - val_loss: 0.3452
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.4579

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145/182 [======================>.......] - ETA: 0s - loss: 0.3672

182/182 [==============================] - 0s 2ms/step - loss: 0.3647 - val_loss: 0.3399
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.5537

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165/182 [==========================>...] - ETA: 0s - loss: 0.3524

182/182 [==============================] - 0s 2ms/step - loss: 0.3522 - val_loss: 0.3463
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3084

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159/182 [=========================>....] - ETA: 0s - loss: 0.3459

182/182 [==============================] - 0s 2ms/step - loss: 0.3465 - val_loss: 0.3810
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3730

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131/182 [====================>.........] - ETA: 0s - loss: 0.3508

173/182 [===========================>..] - ETA: 0s - loss: 0.3494

182/182 [==============================] - 0s 2ms/step - loss: 0.3491 - val_loss: 0.4201
Epoch 13/100
  1/182 [..............................] - ETA: 0s - loss: 0.3960

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129/182 [====================>.........] - ETA: 0s - loss: 0.3428

167/182 [==========================>...] - ETA: 0s - loss: 0.3419

182/182 [==============================] - 0s 2ms/step - loss: 0.3418 - val_loss: 0.4759
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.3050

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132/182 [====================>.........] - ETA: 0s - loss: 0.3414

174/182 [===========================>..] - ETA: 0s - loss: 0.3412

182/182 [==============================] - 0s 2ms/step - loss: 0.3410 - val_loss: 0.5623
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5035

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132/182 [====================>.........] - ETA: 0s - loss: 0.3378

171/182 [===========================>..] - ETA: 0s - loss: 0.3351

182/182 [==============================] - 0s 2ms/step - loss: 0.3351 - val_loss: 0.5931
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.1907

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115/182 [=================>............] - ETA: 0s - loss: 0.3023

157/182 [========================>.....] - ETA: 0s - loss: 0.3106

182/182 [==============================] - 0s 2ms/step - loss: 0.3139 - val_loss: 0.9421
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.1833

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158/182 [=========================>....] - ETA: 0s - loss: 0.3065

182/182 [==============================] - 0s 2ms/step - loss: 0.3094 - val_loss: 0.8091
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.1958

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129/182 [====================>.........] - ETA: 0s - loss: 0.3344

172/182 [===========================>..] - ETA: 0s - loss: 0.3318

182/182 [==============================] - 0s 2ms/step - loss: 0.3315 - val_loss: 1.0850
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.2376

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 87/182 [=============>................] - ETA: 0s - loss: 0.3341

129/182 [====================>.........] - ETA: 0s - loss: 0.3351

170/182 [===========================>..] - ETA: 0s - loss: 0.3334

182/182 [==============================] - 0s 2ms/step - loss: 0.3328 - val_loss: 1.2685
  1/182 [..............................] - ETA: 2:16 - loss: 0.5252

 44/182 [======>.......................] - ETA: 0s - loss: 0.3240  

 78/182 [===========>..................] - ETA: 0s - loss: 0.3289

105/182 [================>.............] - ETA: 0s - loss: 0.3395

141/182 [======================>.......] - ETA: 0s - loss: 0.3478

182/182 [==============================] - 1s 1ms/step - loss: 0.3588
[CV] END learning_rate=0.005803602934201024, n_hidden=3, n_neurons=74; total time=   8.6s

Epoch 1/100
  1/182 [..............................] - ETA: 59s - loss: 4.4603

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100/182 [===============>..............] - ETA: 0s - loss: 2.0225

151/182 [=======================>......] - ETA: 0s - loss: 1.7159

182/182 [==============================] - 1s 2ms/step - loss: 1.5976 - val_loss: 4.5166
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5445

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137/182 [=====================>........] - ETA: 0s - loss: 0.5770

182/182 [==============================] - 0s 2ms/step - loss: 0.5721 - val_loss: 3.6094
Epoch 3/100

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 51/182 [=======>......................] - ETA: 0s - loss: 0.5043

100/182 [===============>..............] - ETA: 0s - loss: 0.4928

149/182 [=======================>......] - ETA: 0s - loss: 0.4929

182/182 [==============================] - 0s 2ms/step - loss: 0.4942 - val_loss: 0.6586
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5402

 47/182 [======>.......................] - ETA: 0s - loss: 0.4555

 94/182 [==============>...............] - ETA: 0s - loss: 0.4585

135/182 [=====================>........] - ETA: 0s - loss: 0.4549

182/182 [==============================] - 0s 2ms/step - loss: 0.4503 - val_loss: 0.4045
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3114

 50/182 [=======>......................] - ETA: 0s - loss: 0.4139

100/182 [===============>..............] - ETA: 0s - loss: 0.4107

151/182 [=======================>......] - ETA: 0s - loss: 0.4101

182/182 [==============================] - 0s 2ms/step - loss: 0.4097 - val_loss: 0.4308
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4270

 51/182 [=======>......................] - ETA: 0s - loss: 0.3753

101/182 [===============>..............] - ETA: 0s - loss: 0.3905

151/182 [=======================>......] - ETA: 0s - loss: 0.3922

182/182 [==============================] - 0s 2ms/step - loss: 0.3926 - val_loss: 0.4350
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.5665

 52/182 [=======>......................] - ETA: 0s - loss: 0.4002

103/182 [===============>..............] - ETA: 0s - loss: 0.3875

153/182 [========================>.....] - ETA: 0s - loss: 0.3832

182/182 [==============================] - 0s 2ms/step - loss: 0.3826 - val_loss: 0.4190
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.5420

 50/182 [=======>......................] - ETA: 0s - loss: 0.3926

 99/182 [===============>..............] - ETA: 0s - loss: 0.3769

148/182 [=======================>......] - ETA: 0s - loss: 0.3759

182/182 [==============================] - 0s 2ms/step - loss: 0.3758 - val_loss: 0.3972
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2648

 51/182 [=======>......................] - ETA: 0s - loss: 0.3369

 99/182 [===============>..............] - ETA: 0s - loss: 0.3415

148/182 [=======================>......] - ETA: 0s - loss: 0.3484

182/182 [==============================] - 0s 2ms/step - loss: 0.3529 - val_loss: 0.4263
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.6191

 51/182 [=======>......................] - ETA: 0s - loss: 0.4357

102/182 [===============>..............] - ETA: 0s - loss: 0.4003

152/182 [========================>.....] - ETA: 0s - loss: 0.3853

182/182 [==============================] - 0s 2ms/step - loss: 0.3812 - val_loss: 0.4266
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3373

 50/182 [=======>......................] - ETA: 0s - loss: 0.3493

 94/182 [==============>...............] - ETA: 0s - loss: 0.3551

137/182 [=====================>........] - ETA: 0s - loss: 0.3560

181/182 [============================>.] - ETA: 0s - loss: 0.3563

182/182 [==============================] - 0s 2ms/step - loss: 0.3564 - val_loss: 0.3859
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.2716

 48/182 [======>.......................] - ETA: 0s - loss: 0.3504

 96/182 [==============>...............] - ETA: 0s - loss: 0.3584

149/182 [=======================>......] - ETA: 0s - loss: 0.3567

182/182 [==============================] - 0s 2ms/step - loss: 0.3558 - val_loss: 0.4512
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4361

 51/182 [=======>......................] - ETA: 0s - loss: 0.3774

102/182 [===============>..............] - ETA: 0s - loss: 0.3694

153/182 [========================>.....] - ETA: 0s - loss: 0.3640

182/182 [==============================] - 0s 2ms/step - loss: 0.3622 - val_loss: 0.3585
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.5474

 51/182 [=======>......................] - ETA: 0s - loss: 0.3153

101/182 [===============>..............] - ETA: 0s - loss: 0.3228

151/182 [=======================>......] - ETA: 0s - loss: 0.3294

182/182 [==============================] - 0s 2ms/step - loss: 0.3318 - val_loss: 0.3763
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.1900

 48/182 [======>.......................] - ETA: 0s - loss: 0.3257

 93/182 [==============>...............] - ETA: 0s - loss: 0.3414

143/182 [======================>.......] - ETA: 0s - loss: 0.3449

182/182 [==============================] - 0s 2ms/step - loss: 0.3460 - val_loss: 0.3635
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.1882

 41/182 [=====>........................] - ETA: 0s - loss: 0.3493

 80/182 [============>.................] - ETA: 0s - loss: 0.3597

121/182 [==================>...........] - ETA: 0s - loss: 0.3506

162/182 [=========================>....] - ETA: 0s - loss: 0.3476

182/182 [==============================] - 0s 2ms/step - loss: 0.3469 - val_loss: 0.3581
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.5810

 40/182 [=====>........................] - ETA: 0s - loss: 0.3826

 78/182 [===========>..................] - ETA: 0s - loss: 0.3517

120/182 [==================>...........] - ETA: 0s - loss: 0.3418

161/182 [=========================>....] - ETA: 0s - loss: 0.3393

182/182 [==============================] - 0s 2ms/step - loss: 0.3392 - val_loss: 0.3826
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.4134

 44/182 [======>.......................] - ETA: 0s - loss: 0.3346

 87/182 [=============>................] - ETA: 0s - loss: 0.3369

131/182 [====================>.........] - ETA: 0s - loss: 0.3399

175/182 [===========================>..] - ETA: 0s - loss: 0.3399

182/182 [==============================] - 0s 2ms/step - loss: 0.3398 - val_loss: 0.3296
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.2798

 45/182 [======>.......................] - ETA: 0s - loss: 0.3616

 88/182 [=============>................] - ETA: 0s - loss: 0.3586

131/182 [====================>.........] - ETA: 0s - loss: 0.3539

174/182 [===========================>..] - ETA: 0s - loss: 0.3502

182/182 [==============================] - 0s 2ms/step - loss: 0.3495 - val_loss: 0.3718
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3340

 43/182 [======>.......................] - ETA: 0s - loss: 0.3497

 86/182 [=============>................] - ETA: 0s - loss: 0.3500

130/182 [====================>.........] - ETA: 0s - loss: 0.3444

171/182 [===========================>..] - ETA: 0s - loss: 0.3422

182/182 [==============================] - 0s 2ms/step - loss: 0.3416 - val_loss: 0.3469
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.3687

 44/182 [======>.......................] - ETA: 0s - loss: 0.3306

 87/182 [=============>................] - ETA: 0s - loss: 0.3243

130/182 [====================>.........] - ETA: 0s - loss: 0.3237

171/182 [===========================>..] - ETA: 0s - loss: 0.3242

182/182 [==============================] - 0s 2ms/step - loss: 0.3245 - val_loss: 0.3924
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.3628

 46/182 [======>.......................] - ETA: 0s - loss: 0.3361

 88/182 [=============>................] - ETA: 0s - loss: 0.3312

132/182 [====================>.........] - ETA: 0s - loss: 0.3310

172/182 [===========================>..] - ETA: 0s - loss: 0.3313

182/182 [==============================] - 0s 2ms/step - loss: 0.3310 - val_loss: 0.3637
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1889

 45/182 [======>.......................] - ETA: 0s - loss: 0.2935

 85/182 [=============>................] - ETA: 0s - loss: 0.3059

127/182 [===================>..........] - ETA: 0s - loss: 0.3122

169/182 [==========================>...] - ETA: 0s - loss: 0.3152

182/182 [==============================] - 0s 2ms/step - loss: 0.3159 - val_loss: 0.3141
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.2458

 44/182 [======>.......................] - ETA: 0s - loss: 0.3045

 89/182 [=============>................] - ETA: 0s - loss: 0.3071

133/182 [====================>.........] - ETA: 0s - loss: 0.3102

177/182 [============================>.] - ETA: 0s - loss: 0.3123

182/182 [==============================] - 0s 2ms/step - loss: 0.3126 - val_loss: 0.3685
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1324

 43/182 [======>.......................] - ETA: 0s - loss: 0.2658

 86/182 [=============>................] - ETA: 0s - loss: 0.2754

130/182 [====================>.........] - ETA: 0s - loss: 0.2860

171/182 [===========================>..] - ETA: 0s - loss: 0.2935

182/182 [==============================] - 0s 2ms/step - loss: 0.2951 - val_loss: 0.3262
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.4705

 38/182 [=====>........................] - ETA: 0s - loss: 0.3653

 81/182 [============>.................] - ETA: 0s - loss: 0.3433

126/182 [===================>..........] - ETA: 0s - loss: 0.3342

171/182 [===========================>..] - ETA: 0s - loss: 0.3302

182/182 [==============================] - 0s 2ms/step - loss: 0.3293 - val_loss: 0.3758
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.8362

 45/182 [======>.......................] - ETA: 0s - loss: 0.3311

 89/182 [=============>................] - ETA: 0s - loss: 0.3208

132/182 [====================>.........] - ETA: 0s - loss: 0.3162

174/182 [===========================>..] - ETA: 0s - loss: 0.3142

182/182 [==============================] - 0s 2ms/step - loss: 0.3141 - val_loss: 0.3586
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.3374

 28/182 [===>..........................] - ETA: 0s - loss: 0.3517

 67/182 [==========>...................] - ETA: 0s - loss: 0.3489

106/182 [================>.............] - ETA: 0s - loss: 0.3430

136/182 [=====================>........] - ETA: 0s - loss: 0.3389

170/182 [===========================>..] - ETA: 0s - loss: 0.3347

182/182 [==============================] - 0s 2ms/step - loss: 0.3333 - val_loss: 0.3173
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.2858

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102/182 [===============>..............] - ETA: 0s - loss: 0.3045

152/182 [========================>.....] - ETA: 0s - loss: 0.3060

182/182 [==============================] - 0s 2ms/step - loss: 0.3070 - val_loss: 0.3324
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.2379

 51/182 [=======>......................] - ETA: 0s - loss: 0.2787

102/182 [===============>..............] - ETA: 0s - loss: 0.3006

153/182 [========================>.....] - ETA: 0s - loss: 0.3074

182/182 [==============================] - 0s 2ms/step - loss: 0.3082 - val_loss: 0.3075
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.2640

 48/182 [======>.......................] - ETA: 0s - loss: 0.2880

 97/182 [==============>...............] - ETA: 0s - loss: 0.3045

147/182 [=======================>......] - ETA: 0s - loss: 0.3073

182/182 [==============================] - 0s 2ms/step - loss: 0.3072 - val_loss: 0.3264
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.4184

 50/182 [=======>......................] - ETA: 0s - loss: 0.2824

 99/182 [===============>..............] - ETA: 0s - loss: 0.2928

148/182 [=======================>......] - ETA: 0s - loss: 0.2987

182/182 [==============================] - 0s 2ms/step - loss: 0.3003 - val_loss: 0.3794
Epoch 33/100

  1/182 [..............................] - ETA: 0s - loss: 0.3440

 41/182 [=====>........................] - ETA: 0s - loss: 0.2868

 90/182 [=============>................] - ETA: 0s - loss: 0.2919

138/182 [=====================>........] - ETA: 0s - loss: 0.2924

182/182 [==============================] - 0s 2ms/step - loss: 0.2935 - val_loss: 0.3142
Epoch 34/100

  1/182 [..............................] - ETA: 0s - loss: 0.1392

 46/182 [======>.......................] - ETA: 0s - loss: 0.2615

 92/182 [==============>...............] - ETA: 0s - loss: 0.2795

136/182 [=====================>........] - ETA: 0s - loss: 0.2916

182/182 [==============================] - 0s 2ms/step - loss: 0.2960 - val_loss: 0.3419
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.3492

 14/182 [=>............................] - ETA: 0s - loss: 0.3349

 35/182 [====>.........................] - ETA: 0s - loss: 0.3250

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110/182 [=================>............] - ETA: 0s - loss: 0.3171

141/182 [======================>.......] - ETA: 0s - loss: 0.3168

176/182 [============================>.] - ETA: 0s - loss: 0.3148

182/182 [==============================] - 0s 3ms/step - loss: 0.3145 - val_loss: 0.3175
Epoch 36/100

  1/182 [..............................] - ETA: 0s - loss: 0.2673

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100/182 [===============>..............] - ETA: 0s - loss: 0.3183

144/182 [======================>.......] - ETA: 0s - loss: 0.3152

182/182 [==============================] - 0s 2ms/step - loss: 0.3126 - val_loss: 0.3695
Epoch 37/100

  1/182 [..............................] - ETA: 0s - loss: 0.2505

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101/182 [===============>..............] - ETA: 0s - loss: 0.3127

149/182 [=======================>......] - ETA: 0s - loss: 0.3062

182/182 [==============================] - 0s 2ms/step - loss: 0.3041 - val_loss: 0.3376
Epoch 38/100

  1/182 [..............................] - ETA: 0s - loss: 0.3714

 49/182 [=======>......................] - ETA: 0s - loss: 0.3105

 97/182 [==============>...............] - ETA: 0s - loss: 0.3054

147/182 [=======================>......] - ETA: 0s - loss: 0.3057

182/182 [==============================] - 0s 2ms/step - loss: 0.3041 - val_loss: 0.3576
Epoch 39/100

  1/182 [..............................] - ETA: 0s - loss: 0.2250

 50/182 [=======>......................] - ETA: 0s - loss: 0.3153

101/182 [===============>..............] - ETA: 0s - loss: 0.3123

149/182 [=======================>......] - ETA: 0s - loss: 0.3108

182/182 [==============================] - 0s 2ms/step - loss: 0.3086 - val_loss: 0.3352
Epoch 40/100

  1/182 [..............................] - ETA: 0s - loss: 0.2323

 48/182 [======>.......................] - ETA: 0s - loss: 0.2865

 88/182 [=============>................] - ETA: 0s - loss: 0.2981

135/182 [=====================>........] - ETA: 0s - loss: 0.3011

182/182 [==============================] - 0s 2ms/step - loss: 0.3000 - val_loss: 0.3034
Epoch 41/100

  1/182 [..............................] - ETA: 0s - loss: 0.3703

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102/182 [===============>..............] - ETA: 0s - loss: 0.3143

152/182 [========================>.....] - ETA: 0s - loss: 0.3083

182/182 [==============================] - 0s 2ms/step - loss: 0.3063 - val_loss: 0.3629
Epoch 42/100

  1/182 [..............................] - ETA: 0s - loss: 0.1609

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101/182 [===============>..............] - ETA: 0s - loss: 0.2879

151/182 [=======================>......] - ETA: 0s - loss: 0.2912

182/182 [==============================] - 0s 2ms/step - loss: 0.2919 - val_loss: 0.3082
Epoch 43/100

  1/182 [..............................] - ETA: 0s - loss: 0.2289

 51/182 [=======>......................] - ETA: 0s - loss: 0.3183

 99/182 [===============>..............] - ETA: 0s - loss: 0.3134

145/182 [======================>.......] - ETA: 0s - loss: 0.3097

182/182 [==============================] - 0s 2ms/step - loss: 0.3065 - val_loss: 0.3641
Epoch 44/100

  1/182 [..............................] - ETA: 0s - loss: 0.1267

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101/182 [===============>..............] - ETA: 0s - loss: 0.2981

151/182 [=======================>......] - ETA: 0s - loss: 0.2961

182/182 [==============================] - 0s 2ms/step - loss: 0.2956 - val_loss: 0.3672
Epoch 45/100

  1/182 [..............................] - ETA: 0s - loss: 0.0958

 45/182 [======>.......................] - ETA: 0s - loss: 0.2825

 90/182 [=============>................] - ETA: 0s - loss: 0.2942

134/182 [=====================>........] - ETA: 0s - loss: 0.2952

178/182 [============================>.] - ETA: 0s - loss: 0.2937

182/182 [==============================] - 0s 2ms/step - loss: 0.2936 - val_loss: 0.3118
Epoch 46/100
  1/182 [..............................] - ETA: 0s - loss: 0.4083

 44/182 [======>.......................] - ETA: 0s - loss: 0.3101

 88/182 [=============>................] - ETA: 0s - loss: 0.2933

133/182 [====================>.........] - ETA: 0s - loss: 0.2880

170/182 [===========================>..] - ETA: 0s - loss: 0.2887

182/182 [==============================] - 0s 2ms/step - loss: 0.2888 - val_loss: 0.3002
Epoch 47/100

  1/182 [..............................] - ETA: 0s - loss: 0.2509

 47/182 [======>.......................] - ETA: 0s - loss: 0.2474

 91/182 [==============>...............] - ETA: 0s - loss: 0.2612

135/182 [=====================>........] - ETA: 0s - loss: 0.2704

179/182 [============================>.] - ETA: 0s - loss: 0.2763

182/182 [==============================] - 0s 2ms/step - loss: 0.2766 - val_loss: 0.3029
Epoch 48/100

  1/182 [..............................] - ETA: 0s - loss: 0.1635

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 89/182 [=============>................] - ETA: 0s - loss: 0.2781

132/182 [====================>.........] - ETA: 0s - loss: 0.2793

175/182 [===========================>..] - ETA: 0s - loss: 0.2804

182/182 [==============================] - 0s 2ms/step - loss: 0.2808 - val_loss: 0.4171
Epoch 49/100

  1/182 [..............................] - ETA: 0s - loss: 0.3771

 45/182 [======>.......................] - ETA: 0s - loss: 0.4097

 89/182 [=============>................] - ETA: 0s - loss: 0.3795

134/182 [=====================>........] - ETA: 0s - loss: 0.3578

174/182 [===========================>..] - ETA: 0s - loss: 0.3453

182/182 [==============================] - 0s 2ms/step - loss: 0.3432 - val_loss: 0.2950
Epoch 50/100

  1/182 [..............................] - ETA: 0s - loss: 0.6528

 45/182 [======>.......................] - ETA: 0s - loss: 0.2976

 94/182 [==============>...............] - ETA: 0s - loss: 0.2939

145/182 [======================>.......] - ETA: 0s - loss: 0.2926

182/182 [==============================] - 0s 2ms/step - loss: 0.2920 - val_loss: 0.3668
Epoch 51/100

  1/182 [..............................] - ETA: 0s - loss: 0.4907

 49/182 [=======>......................] - ETA: 0s - loss: 0.3271

100/182 [===============>..............] - ETA: 0s - loss: 0.3138

150/182 [=======================>......] - ETA: 0s - loss: 0.3074

182/182 [==============================] - 0s 2ms/step - loss: 0.3037 - val_loss: 0.3041
Epoch 52/100

  1/182 [..............................] - ETA: 0s - loss: 0.3118

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101/182 [===============>..............] - ETA: 0s - loss: 0.2918

150/182 [=======================>......] - ETA: 0s - loss: 0.2879

182/182 [==============================] - 0s 2ms/step - loss: 0.2871 - val_loss: 0.2895
Epoch 53/100

  1/182 [..............................] - ETA: 0s - loss: 0.1892

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147/182 [=======================>......] - ETA: 0s - loss: 0.2789

182/182 [==============================] - 0s 2ms/step - loss: 0.2796 - val_loss: 0.3067
Epoch 54/100

  1/182 [..............................] - ETA: 0s - loss: 0.2287

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101/182 [===============>..............] - ETA: 0s - loss: 0.2628

152/182 [========================>.....] - ETA: 0s - loss: 0.2678

182/182 [==============================] - 0s 2ms/step - loss: 0.2699 - val_loss: 0.3295
Epoch 55/100

  1/182 [..............................] - ETA: 0s - loss: 0.1978

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100/182 [===============>..............] - ETA: 0s - loss: 0.2624

150/182 [=======================>......] - ETA: 0s - loss: 0.2680

182/182 [==============================] - 0s 2ms/step - loss: 0.2707 - val_loss: 0.3277
Epoch 56/100

  1/182 [..............................] - ETA: 0s - loss: 0.4759

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100/182 [===============>..............] - ETA: 0s - loss: 0.2784

147/182 [=======================>......] - ETA: 0s - loss: 0.2769

182/182 [==============================] - 0s 2ms/step - loss: 0.2779 - val_loss: 0.3763
Epoch 57/100

  1/182 [..............................] - ETA: 0s - loss: 0.1437

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103/182 [===============>..............] - ETA: 0s - loss: 0.2766

154/182 [========================>.....] - ETA: 0s - loss: 0.2763

182/182 [==============================] - 0s 2ms/step - loss: 0.2763 - val_loss: 0.2872
Epoch 58/100
  1/182 [..............................] - ETA: 0s - loss: 0.1746

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 96/182 [==============>...............] - ETA: 0s - loss: 0.2896

146/182 [=======================>......] - ETA: 0s - loss: 0.2858

182/182 [==============================] - 0s 2ms/step - loss: 0.2837 - val_loss: 0.2938
Epoch 59/100

  1/182 [..............................] - ETA: 0s - loss: 0.2252

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145/182 [======================>.......] - ETA: 0s - loss: 0.2758

182/182 [==============================] - 0s 2ms/step - loss: 0.2761 - val_loss: 0.2942
Epoch 60/100

  1/182 [..............................] - ETA: 0s - loss: 0.2284

 51/182 [=======>......................] - ETA: 0s - loss: 0.2719

100/182 [===============>..............] - ETA: 0s - loss: 0.2740

148/182 [=======================>......] - ETA: 0s - loss: 0.2761

182/182 [==============================] - 0s 2ms/step - loss: 0.2761 - val_loss: 0.3615
Epoch 61/100

  1/182 [..............................] - ETA: 0s - loss: 0.2826

 51/182 [=======>......................] - ETA: 0s - loss: 0.2768

101/182 [===============>..............] - ETA: 0s - loss: 0.2813

151/182 [=======================>......] - ETA: 0s - loss: 0.2791

182/182 [==============================] - 0s 2ms/step - loss: 0.2780 - val_loss: 0.3152
Epoch 62/100

  1/182 [..............................] - ETA: 0s - loss: 0.3695

 46/182 [======>.......................] - ETA: 0s - loss: 0.2969

 93/182 [==============>...............] - ETA: 0s - loss: 0.2921

142/182 [======================>.......] - ETA: 0s - loss: 0.2874

182/182 [==============================] - 0s 2ms/step - loss: 0.2849 - val_loss: 0.2881
Epoch 63/100

  1/182 [..............................] - ETA: 0s - loss: 0.1624

 51/182 [=======>......................] - ETA: 0s - loss: 0.2753

102/182 [===============>..............] - ETA: 0s - loss: 0.2769

153/182 [========================>.....] - ETA: 0s - loss: 0.2776

182/182 [==============================] - 0s 2ms/step - loss: 0.2774 - val_loss: 0.3095
Epoch 64/100

  1/182 [..............................] - ETA: 0s - loss: 0.2831

 49/182 [=======>......................] - ETA: 0s - loss: 0.2726

 99/182 [===============>..............] - ETA: 0s - loss: 0.2752

150/182 [=======================>......] - ETA: 0s - loss: 0.2747

182/182 [==============================] - 0s 2ms/step - loss: 0.2746 - val_loss: 0.3367
Epoch 65/100

  1/182 [..............................] - ETA: 0s - loss: 0.2722

 51/182 [=======>......................] - ETA: 0s - loss: 0.2374

102/182 [===============>..............] - ETA: 0s - loss: 0.2535

150/182 [=======================>......] - ETA: 0s - loss: 0.2598

182/182 [==============================] - 0s 2ms/step - loss: 0.2616 - val_loss: 0.3697
Epoch 66/100

  1/182 [..............................] - ETA: 0s - loss: 0.1360

 50/182 [=======>......................] - ETA: 0s - loss: 0.2502

100/182 [===============>..............] - ETA: 0s - loss: 0.2598

151/182 [=======================>......] - ETA: 0s - loss: 0.2630

182/182 [==============================] - 0s 2ms/step - loss: 0.2650 - val_loss: 0.3261
Epoch 67/100

  1/182 [..............................] - ETA: 0s - loss: 0.4453

 51/182 [=======>......................] - ETA: 0s - loss: 0.2672

100/182 [===============>..............] - ETA: 0s - loss: 0.2634

151/182 [=======================>......] - ETA: 0s - loss: 0.2642

182/182 [==============================] - 0s 2ms/step - loss: 0.2653 - val_loss: 0.3745
  1/182 [..............................] - ETA: 2s - loss: 0.3195

 66/182 [=========>....................] - ETA: 0s - loss: 0.3114

120/182 [==================>...........] - ETA: 0s - loss: 0.2919

182/182 [==============================] - 0s 833us/step - loss: 0.3065
[CV] END learning_rate=0.005803602934201024, n_hidden=3, n_neurons=74; total time=  23.1s
Epoch 1/100
  1/182 [..............................] - ETA: 1:11 - loss: 5.5000

 52/182 [=======>......................] - ETA: 0s - loss: 2.9714  

104/182 [================>.............] - ETA: 0s - loss: 2.2859

155/182 [========================>.....] - ETA: 0s - loss: 1.9393

182/182 [==============================] - 1s 2ms/step - loss: 1.8088 - val_loss: 2.1180
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.4992

 52/182 [=======>......................] - ETA: 0s - loss: 0.5470

100/182 [===============>..............] - ETA: 0s - loss: 0.5601

149/182 [=======================>......] - ETA: 0s - loss: 0.5608

182/182 [==============================] - 0s 2ms/step - loss: 0.5595 - val_loss: 0.5344
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.2788

 50/182 [=======>......................] - ETA: 0s - loss: 0.5393

 99/182 [===============>..............] - ETA: 0s - loss: 0.5271

146/182 [=======================>......] - ETA: 0s - loss: 0.5189

182/182 [==============================] - 0s 2ms/step - loss: 0.5113 - val_loss: 0.4373
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.3260

 52/182 [=======>......................] - ETA: 0s - loss: 0.4300

 97/182 [==============>...............] - ETA: 0s - loss: 0.4217

138/182 [=====================>........] - ETA: 0s - loss: 0.4196

181/182 [============================>.] - ETA: 0s - loss: 0.4220

182/182 [==============================] - 0s 2ms/step - loss: 0.4221 - val_loss: 0.4964
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.2604

 39/182 [=====>........................] - ETA: 0s - loss: 0.3473

 89/182 [=============>................] - ETA: 0s - loss: 0.3748

140/182 [======================>.......] - ETA: 0s - loss: 0.3839

182/182 [==============================] - 0s 2ms/step - loss: 0.3875 - val_loss: 0.4180
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.3671

 49/182 [=======>......................] - ETA: 0s - loss: 0.4148

100/182 [===============>..............] - ETA: 0s - loss: 0.3997

151/182 [=======================>......] - ETA: 0s - loss: 0.3985

182/182 [==============================] - 0s 2ms/step - loss: 0.3954 - val_loss: 0.3872
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.2636

 51/182 [=======>......................] - ETA: 0s - loss: 0.3231

102/182 [===============>..............] - ETA: 0s - loss: 0.3351

149/182 [=======================>......] - ETA: 0s - loss: 0.3408

182/182 [==============================] - 0s 2ms/step - loss: 0.3453 - val_loss: 0.3469
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.1581

 55/182 [========>.....................] - ETA: 0s - loss: 0.3513

108/182 [================>.............] - ETA: 0s - loss: 0.3495

161/182 [=========================>....] - ETA: 0s - loss: 0.3524

182/182 [==============================] - 0s 2ms/step - loss: 0.3530 - val_loss: 0.3560
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.3945

 47/182 [======>.......................] - ETA: 0s - loss: 0.3893

101/182 [===============>..............] - ETA: 0s - loss: 0.3712

149/182 [=======================>......] - ETA: 0s - loss: 0.3626

182/182 [==============================] - 0s 2ms/step - loss: 0.3605 - val_loss: 0.3810
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.4954

 50/182 [=======>......................] - ETA: 0s - loss: 0.3442

 99/182 [===============>..............] - ETA: 0s - loss: 0.3456

146/182 [=======================>......] - ETA: 0s - loss: 0.3459

182/182 [==============================] - 0s 2ms/step - loss: 0.3454 - val_loss: 0.4355
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3557

 49/182 [=======>......................] - ETA: 0s - loss: 0.3439

 99/182 [===============>..............] - ETA: 0s - loss: 0.3434

148/182 [=======================>......] - ETA: 0s - loss: 0.3441

182/182 [==============================] - 0s 2ms/step - loss: 0.3445 - val_loss: 0.5199
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3613

 42/182 [=====>........................] - ETA: 0s - loss: 0.3588

 87/182 [=============>................] - ETA: 0s - loss: 0.3453

135/182 [=====================>........] - ETA: 0s - loss: 0.3451

182/182 [==============================] - 0s 2ms/step - loss: 0.3436 - val_loss: 0.6125
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.3803

 50/182 [=======>......................] - ETA: 0s - loss: 0.3438

 99/182 [===============>..............] - ETA: 0s - loss: 0.3349

149/182 [=======================>......] - ETA: 0s - loss: 0.3347

182/182 [==============================] - 0s 2ms/step - loss: 0.3348 - val_loss: 0.7289
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.2940

 49/182 [=======>......................] - ETA: 0s - loss: 0.3282

 96/182 [==============>...............] - ETA: 0s - loss: 0.3344

141/182 [======================>.......] - ETA: 0s - loss: 0.3372

182/182 [==============================] - 0s 2ms/step - loss: 0.3362 - val_loss: 0.8606
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.5213

 50/182 [=======>......................] - ETA: 0s - loss: 0.3490

 99/182 [===============>..............] - ETA: 0s - loss: 0.3398

141/182 [======================>.......] - ETA: 0s - loss: 0.3326

182/182 [==============================] - 0s 2ms/step - loss: 0.3308 - val_loss: 0.9307
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.1682

 50/182 [=======>......................] - ETA: 0s - loss: 0.2612

 99/182 [===============>..............] - ETA: 0s - loss: 0.2885

149/182 [=======================>......] - ETA: 0s - loss: 0.3012

182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 1.2838
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.1804

 50/182 [=======>......................] - ETA: 0s - loss: 0.2682

 97/182 [==============>...............] - ETA: 0s - loss: 0.2913

142/182 [======================>.......] - ETA: 0s - loss: 0.2972

182/182 [==============================] - 0s 2ms/step - loss: 0.3025 - val_loss: 1.0966
  1/182 [..............................] - ETA: 2s - loss: 0.6112

 64/182 [=========>....................] - ETA: 0s - loss: 0.3428

128/182 [====================>.........] - ETA: 0s - loss: 0.3637

182/182 [==============================] - 0s 795us/step - loss: 0.3703
[CV] END learning_rate=0.0059640580092043885, n_hidden=3, n_neurons=80; total time=   6.2s
Epoch 1/100
  1/182 [..............................] - ETA: 53s - loss: 5.0955

 51/182 [=======>......................] - ETA: 0s - loss: 3.3200 

101/182 [===============>..............] - ETA: 0s - loss: 2.5608

151/182 [=======================>......] - ETA: 0s - loss: 2.1683

182/182 [==============================] - 1s 2ms/step - loss: 2.0086 - val_loss: 3.5197
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.6493

 51/182 [=======>......................] - ETA: 0s - loss: 0.6017

 99/182 [===============>..............] - ETA: 0s - loss: 0.5921

149/182 [=======================>......] - ETA: 0s - loss: 0.5794

182/182 [==============================] - 0s 2ms/step - loss: 0.5756 - val_loss: 1.3616
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.6853

 50/182 [=======>......................] - ETA: 0s - loss: 0.4936

 99/182 [===============>..............] - ETA: 0s - loss: 0.4861

148/182 [=======================>......] - ETA: 0s - loss: 0.4821

182/182 [==============================] - 0s 2ms/step - loss: 0.4806 - val_loss: 0.4213
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.5151

 48/182 [======>.......................] - ETA: 0s - loss: 0.4204

 95/182 [==============>...............] - ETA: 0s - loss: 0.4315

143/182 [======================>.......] - ETA: 0s - loss: 0.4319

182/182 [==============================] - 0s 2ms/step - loss: 0.4299 - val_loss: 0.4238
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3359

 50/182 [=======>......................] - ETA: 0s - loss: 0.4064

 98/182 [===============>..............] - ETA: 0s - loss: 0.4015

147/182 [=======================>......] - ETA: 0s - loss: 0.4010

182/182 [==============================] - 0s 2ms/step - loss: 0.4008 - val_loss: 0.4099
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4315

 51/182 [=======>......................] - ETA: 0s - loss: 0.3695

101/182 [===============>..............] - ETA: 0s - loss: 0.3848

152/182 [========================>.....] - ETA: 0s - loss: 0.3866

182/182 [==============================] - 0s 2ms/step - loss: 0.3867 - val_loss: 0.4416
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6203

 50/182 [=======>......................] - ETA: 0s - loss: 0.4105

 98/182 [===============>..............] - ETA: 0s - loss: 0.3934

146/182 [=======================>......] - ETA: 0s - loss: 0.3862

182/182 [==============================] - 0s 2ms/step - loss: 0.3838 - val_loss: 0.3696
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.5300

 35/182 [====>.........................] - ETA: 0s - loss: 0.3998

 85/182 [=============>................] - ETA: 0s - loss: 0.3779

135/182 [=====================>........] - ETA: 0s - loss: 0.3731

182/182 [==============================] - 0s 2ms/step - loss: 0.3725 - val_loss: 0.4001
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.2371

 39/182 [=====>........................] - ETA: 0s - loss: 0.3179

 87/182 [=============>................] - ETA: 0s - loss: 0.3299

137/182 [=====================>........] - ETA: 0s - loss: 0.3366

182/182 [==============================] - 0s 2ms/step - loss: 0.3443 - val_loss: 0.4569
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.6197

 51/182 [=======>......................] - ETA: 0s - loss: 0.4244

101/182 [===============>..............] - ETA: 0s - loss: 0.3918

135/182 [=====================>........] - ETA: 0s - loss: 0.3812

166/182 [==========================>...] - ETA: 0s - loss: 0.3756

182/182 [==============================] - 0s 2ms/step - loss: 0.3738 - val_loss: 0.4201
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3585

 49/182 [=======>......................] - ETA: 0s - loss: 0.3502

 98/182 [===============>..............] - ETA: 0s - loss: 0.3517

147/182 [=======================>......] - ETA: 0s - loss: 0.3510

182/182 [==============================] - 0s 2ms/step - loss: 0.3510 - val_loss: 0.3452
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.2697

 50/182 [=======>......................] - ETA: 0s - loss: 0.3477

 96/182 [==============>...............] - ETA: 0s - loss: 0.3520

143/182 [======================>.......] - ETA: 0s - loss: 0.3501

182/182 [==============================] - 0s 2ms/step - loss: 0.3489 - val_loss: 0.4653
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.4625

 51/182 [=======>......................] - ETA: 0s - loss: 0.3662

101/182 [===============>..............] - ETA: 0s - loss: 0.3581

150/182 [=======================>......] - ETA: 0s - loss: 0.3537

182/182 [==============================] - 0s 2ms/step - loss: 0.3525 - val_loss: 0.3487
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.4940

 51/182 [=======>......................] - ETA: 0s - loss: 0.2999

 94/182 [==============>...............] - ETA: 0s - loss: 0.3095

145/182 [======================>.......] - ETA: 0s - loss: 0.3179

182/182 [==============================] - 0s 2ms/step - loss: 0.3217 - val_loss: 0.4218
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.2186

 50/182 [=======>......................] - ETA: 0s - loss: 0.3194

 99/182 [===============>..............] - ETA: 0s - loss: 0.3329

139/182 [=====================>........] - ETA: 0s - loss: 0.3359

182/182 [==============================] - 0s 2ms/step - loss: 0.3374 - val_loss: 0.3456
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.1862

 50/182 [=======>......................] - ETA: 0s - loss: 0.3502

101/182 [===============>..............] - ETA: 0s - loss: 0.3490

150/182 [=======================>......] - ETA: 0s - loss: 0.3423

182/182 [==============================] - 0s 2ms/step - loss: 0.3408 - val_loss: 0.3607
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.6153

 49/182 [=======>......................] - ETA: 0s - loss: 0.3745

 98/182 [===============>..............] - ETA: 0s - loss: 0.3438

144/182 [======================>.......] - ETA: 0s - loss: 0.3369

182/182 [==============================] - 0s 2ms/step - loss: 0.3354 - val_loss: 0.3716
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.3929

 50/182 [=======>......................] - ETA: 0s - loss: 0.3308

 99/182 [===============>..............] - ETA: 0s - loss: 0.3328

148/182 [=======================>......] - ETA: 0s - loss: 0.3348

182/182 [==============================] - 0s 2ms/step - loss: 0.3338 - val_loss: 0.3392
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.2659

 49/182 [=======>......................] - ETA: 0s - loss: 0.3542

 99/182 [===============>..............] - ETA: 0s - loss: 0.3491

147/182 [=======================>......] - ETA: 0s - loss: 0.3446

182/182 [==============================] - 0s 2ms/step - loss: 0.3416 - val_loss: 0.4894
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3183

 52/182 [=======>......................] - ETA: 0s - loss: 0.3391

101/182 [===============>..............] - ETA: 0s - loss: 0.3374

142/182 [======================>.......] - ETA: 0s - loss: 0.3345

182/182 [==============================] - 0s 2ms/step - loss: 0.3336 - val_loss: 0.3388
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.3637

 49/182 [=======>......................] - ETA: 0s - loss: 0.3251

 99/182 [===============>..............] - ETA: 0s - loss: 0.3178

149/182 [=======================>......] - ETA: 0s - loss: 0.3182

182/182 [==============================] - 0s 2ms/step - loss: 0.3188 - val_loss: 0.4680
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.3873

 52/182 [=======>......................] - ETA: 0s - loss: 0.3355

102/182 [===============>..............] - ETA: 0s - loss: 0.3305

152/182 [========================>.....] - ETA: 0s - loss: 0.3293

182/182 [==============================] - 0s 2ms/step - loss: 0.3286 - val_loss: 0.3401
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1610

 51/182 [=======>......................] - ETA: 0s - loss: 0.2836

102/182 [===============>..............] - ETA: 0s - loss: 0.2993

153/182 [========================>.....] - ETA: 0s - loss: 0.3059

182/182 [==============================] - 0s 2ms/step - loss: 0.3077 - val_loss: 0.3165
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.2738

 49/182 [=======>......................] - ETA: 0s - loss: 0.2912

 96/182 [==============>...............] - ETA: 0s - loss: 0.2975

141/182 [======================>.......] - ETA: 0s - loss: 0.3017

182/182 [==============================] - 0s 2ms/step - loss: 0.3044 - val_loss: 0.3900
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1129

 51/182 [=======>......................] - ETA: 0s - loss: 0.2617

101/182 [===============>..............] - ETA: 0s - loss: 0.2735

150/182 [=======================>......] - ETA: 0s - loss: 0.2834

182/182 [==============================] - 0s 2ms/step - loss: 0.2889 - val_loss: 0.3487
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.4382

 48/182 [======>.......................] - ETA: 0s - loss: 0.3492

 94/182 [==============>...............] - ETA: 0s - loss: 0.3348

143/182 [======================>.......] - ETA: 0s - loss: 0.3277

182/182 [==============================] - 0s 2ms/step - loss: 0.3246 - val_loss: 0.4523
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.7840

 55/182 [========>.....................] - ETA: 0s - loss: 0.3184

106/182 [================>.............] - ETA: 0s - loss: 0.3125

156/182 [========================>.....] - ETA: 0s - loss: 0.3099

182/182 [==============================] - 0s 2ms/step - loss: 0.3095 - val_loss: 0.3189
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.3337

 46/182 [======>.......................] - ETA: 0s - loss: 0.3462

 86/182 [=============>................] - ETA: 0s - loss: 0.3391

136/182 [=====================>........] - ETA: 0s - loss: 0.3306

182/182 [==============================] - 0s 2ms/step - loss: 0.3250 - val_loss: 0.3245
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.2872

 46/182 [======>.......................] - ETA: 0s - loss: 0.2992

 88/182 [=============>................] - ETA: 0s - loss: 0.2968

135/182 [=====================>........] - ETA: 0s - loss: 0.2990

182/182 [==============================] - ETA: 0s - loss: 0.3010

182/182 [==============================] - 0s 2ms/step - loss: 0.3010 - val_loss: 0.3089
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.2411

 50/182 [=======>......................] - ETA: 0s - loss: 0.2705

 98/182 [===============>..............] - ETA: 0s - loss: 0.2920

148/182 [=======================>......] - ETA: 0s - loss: 0.2999

182/182 [==============================] - 0s 2ms/step - loss: 0.3010 - val_loss: 0.3241
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.2731

 46/182 [======>.......................] - ETA: 0s - loss: 0.2806

 95/182 [==============>...............] - ETA: 0s - loss: 0.2973

143/182 [======================>.......] - ETA: 0s - loss: 0.3003

182/182 [==============================] - 0s 2ms/step - loss: 0.3004 - val_loss: 0.3337
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.3898

 50/182 [=======>......................] - ETA: 0s - loss: 0.2752

 98/182 [===============>..............] - ETA: 0s - loss: 0.2863

146/182 [=======================>......] - ETA: 0s - loss: 0.2925

182/182 [==============================] - 0s 2ms/step - loss: 0.2945 - val_loss: 0.3250
Epoch 33/100

  1/182 [..............................] - ETA: 0s - loss: 0.3933

 49/182 [=======>......................] - ETA: 0s - loss: 0.2911

 98/182 [===============>..............] - ETA: 0s - loss: 0.2907

145/182 [======================>.......] - ETA: 0s - loss: 0.2903

182/182 [==============================] - 0s 2ms/step - loss: 0.2910 - val_loss: 0.3984
Epoch 34/100

  1/182 [..............................] - ETA: 0s - loss: 0.1538

 50/182 [=======>......................] - ETA: 0s - loss: 0.2687

 99/182 [===============>..............] - ETA: 0s - loss: 0.2828

144/182 [======================>.......] - ETA: 0s - loss: 0.2915

182/182 [==============================] - 0s 2ms/step - loss: 0.2940 - val_loss: 0.4578
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.3537

 46/182 [======>.......................] - ETA: 0s - loss: 0.3246

 93/182 [==============>...............] - ETA: 0s - loss: 0.3148

142/182 [======================>.......] - ETA: 0s - loss: 0.3117

182/182 [==============================] - 0s 2ms/step - loss: 0.3095 - val_loss: 0.4664
Epoch 36/100

  1/182 [..............................] - ETA: 0s - loss: 0.3023

 49/182 [=======>......................] - ETA: 0s - loss: 0.3192

 98/182 [===============>..............] - ETA: 0s - loss: 0.3255

147/182 [=======================>......] - ETA: 0s - loss: 0.3212

182/182 [==============================] - 0s 2ms/step - loss: 0.3177 - val_loss: 0.9496
Epoch 37/100

  1/182 [..............................] - ETA: 0s - loss: 0.2560

 50/182 [=======>......................] - ETA: 0s - loss: 0.3284

 99/182 [===============>..............] - ETA: 0s - loss: 0.3057

148/182 [=======================>......] - ETA: 0s - loss: 0.2996

182/182 [==============================] - 0s 2ms/step - loss: 0.2989 - val_loss: 0.8615
Epoch 38/100

  1/182 [..............................] - ETA: 0s - loss: 0.3841

 50/182 [=======>......................] - ETA: 0s - loss: 0.3061

 96/182 [==============>...............] - ETA: 0s - loss: 0.3020

145/182 [======================>.......] - ETA: 0s - loss: 0.3035

182/182 [==============================] - 0s 2ms/step - loss: 0.3031 - val_loss: 0.8009
Epoch 39/100

  1/182 [..............................] - ETA: 0s - loss: 0.2751

 49/182 [=======>......................] - ETA: 0s - loss: 0.3105

 99/182 [===============>..............] - ETA: 0s - loss: 0.3140

148/182 [=======================>......] - ETA: 0s - loss: 0.3140

182/182 [==============================] - 0s 2ms/step - loss: 0.3122 - val_loss: 0.4293
  1/182 [..............................] - ETA: 2s - loss: 0.3105

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126/182 [===================>..........] - ETA: 0s - loss: 0.3129

182/182 [==============================] - 0s 808us/step - loss: 0.3208
[CV] END learning_rate=0.0059640580092043885, n_hidden=3, n_neurons=80; total time=  13.2s
Epoch 1/100
  1/182 [..............................] - ETA: 52s - loss: 8.0648

 54/182 [=======>......................] - ETA: 0s - loss: 4.3529 

106/182 [================>.............] - ETA: 0s - loss: 3.1860

157/182 [========================>.....] - ETA: 0s - loss: 2.6232

182/182 [==============================] - 1s 2ms/step - loss: 2.4298 - val_loss: 2.2289
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5099

 56/182 [========>.....................] - ETA: 0s - loss: 0.5778

111/182 [=================>............] - ETA: 0s - loss: 0.5918

165/182 [==========================>...] - ETA: 0s - loss: 0.5918

182/182 [==============================] - 0s 2ms/step - loss: 0.5908 - val_loss: 0.6149
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.3204

 56/182 [========>.....................] - ETA: 0s - loss: 0.5681

111/182 [=================>............] - ETA: 0s - loss: 0.5536

167/182 [==========================>...] - ETA: 0s - loss: 0.5423

182/182 [==============================] - 0s 2ms/step - loss: 0.5389 - val_loss: 2.2562
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.3638

 56/182 [========>.....................] - ETA: 0s - loss: 0.4641

110/182 [=================>............] - ETA: 0s - loss: 0.4500

154/182 [========================>.....] - ETA: 0s - loss: 0.4482

182/182 [==============================] - 0s 2ms/step - loss: 0.4489 - val_loss: 4.4001
Epoch 5/100
  1/182 [..............................] - ETA: 0s - loss: 0.3010

 55/182 [========>.....................] - ETA: 0s - loss: 0.3854

110/182 [=================>............] - ETA: 0s - loss: 0.4016

164/182 [==========================>...] - ETA: 0s - loss: 0.4082

182/182 [==============================] - 0s 2ms/step - loss: 0.4093 - val_loss: 4.9509
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.3540

 54/182 [=======>......................] - ETA: 0s - loss: 0.4238

108/182 [================>.............] - ETA: 0s - loss: 0.4161

162/182 [=========================>....] - ETA: 0s - loss: 0.4161

182/182 [==============================] - 0s 2ms/step - loss: 0.4147 - val_loss: 5.4676
Epoch 7/100
  1/182 [..............................] - ETA: 0s - loss: 0.2415

 51/182 [=======>......................] - ETA: 0s - loss: 0.3425

105/182 [================>.............] - ETA: 0s - loss: 0.3568

160/182 [=========================>....] - ETA: 0s - loss: 0.3647

182/182 [==============================] - 0s 2ms/step - loss: 0.3679 - val_loss: 5.1862
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.1433

 54/182 [=======>......................] - ETA: 0s - loss: 0.3741

106/182 [================>.............] - ETA: 0s - loss: 0.3744

159/182 [=========================>....] - ETA: 0s - loss: 0.3773

182/182 [==============================] - 0s 2ms/step - loss: 0.3779 - val_loss: 4.8818
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.5008

 55/182 [========>.....................] - ETA: 0s - loss: 0.4082

110/182 [=================>............] - ETA: 0s - loss: 0.3930

165/182 [==========================>...] - ETA: 0s - loss: 0.3857

182/182 [==============================] - 0s 2ms/step - loss: 0.3851 - val_loss: 4.4991
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.4873

 53/182 [=======>......................] - ETA: 0s - loss: 0.3665

106/182 [================>.............] - ETA: 0s - loss: 0.3699

160/182 [=========================>....] - ETA: 0s - loss: 0.3700

182/182 [==============================] - 0s 2ms/step - loss: 0.3701 - val_loss: 3.7809
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3512

 49/182 [=======>......................] - ETA: 0s - loss: 0.3648

104/182 [================>.............] - ETA: 0s - loss: 0.3671

160/182 [=========================>....] - ETA: 0s - loss: 0.3688

182/182 [==============================] - 0s 2ms/step - loss: 0.3691 - val_loss: 3.5108
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.4268

 53/182 [=======>......................] - ETA: 0s - loss: 0.3740

106/182 [================>.............] - ETA: 0s - loss: 0.3703

160/182 [=========================>....] - ETA: 0s - loss: 0.3694

182/182 [==============================] - 0s 2ms/step - loss: 0.3687 - val_loss: 2.8957
  1/182 [..............................] - ETA: 2s - loss: 0.5870

 70/182 [==========>...................] - ETA: 0s - loss: 0.3613

132/182 [====================>.........] - ETA: 0s - loss: 0.3791

182/182 [==============================] - 0s 812us/step - loss: 0.4382
[CV] END learning_rate=0.004591455636549438, n_hidden=2, n_neurons=59; total time=   4.2s
Epoch 1/100
  1/182 [..............................] - ETA: 49s - loss: 5.7918

 54/182 [=======>......................] - ETA: 0s - loss: 3.3278 

109/182 [================>.............] - ETA: 0s - loss: 2.4480

164/182 [==========================>...] - ETA: 0s - loss: 2.0359

182/182 [==============================] - 1s 2ms/step - loss: 1.9488 - val_loss: 20.8908
Epoch 2/100

  1/182 [..............................] - ETA: 0s - loss: 0.5860

 53/182 [=======>......................] - ETA: 0s - loss: 0.6410

107/182 [================>.............] - ETA: 0s - loss: 0.6400

163/182 [=========================>....] - ETA: 0s - loss: 0.6252

182/182 [==============================] - 0s 2ms/step - loss: 0.6320 - val_loss: 34.6636
Epoch 3/100

  1/182 [..............................] - ETA: 0s - loss: 0.7547

 57/182 [========>.....................] - ETA: 0s - loss: 0.5845

110/182 [=================>............] - ETA: 0s - loss: 0.5750

160/182 [=========================>....] - ETA: 0s - loss: 0.6727

182/182 [==============================] - 0s 2ms/step - loss: 0.7019 - val_loss: 3.1253
Epoch 4/100

  1/182 [..............................] - ETA: 0s - loss: 0.6193

 55/182 [========>.....................] - ETA: 0s - loss: 0.6306

109/182 [================>.............] - ETA: 0s - loss: 0.6140

164/182 [==========================>...] - ETA: 0s - loss: 0.5912

182/182 [==============================] - 0s 2ms/step - loss: 0.5844 - val_loss: 0.8390
Epoch 5/100

  1/182 [..............................] - ETA: 0s - loss: 0.3521

 56/182 [========>.....................] - ETA: 0s - loss: 0.4582

110/182 [=================>............] - ETA: 0s - loss: 0.4576

161/182 [=========================>....] - ETA: 0s - loss: 0.4574

182/182 [==============================] - 0s 2ms/step - loss: 0.4572 - val_loss: 0.4576
Epoch 6/100

  1/182 [..............................] - ETA: 0s - loss: 0.4525

 51/182 [=======>......................] - ETA: 0s - loss: 0.4124

 90/182 [=============>................] - ETA: 0s - loss: 0.4297

142/182 [======================>.......] - ETA: 0s - loss: 0.4325

182/182 [==============================] - 0s 2ms/step - loss: 0.4330 - val_loss: 0.4340
Epoch 7/100

  1/182 [..............................] - ETA: 0s - loss: 0.6426

 56/182 [========>.....................] - ETA: 0s - loss: 0.4420

104/182 [================>.............] - ETA: 0s - loss: 0.4301

159/182 [=========================>....] - ETA: 0s - loss: 0.4250

182/182 [==============================] - 0s 2ms/step - loss: 0.4244 - val_loss: 0.4164
Epoch 8/100

  1/182 [..............................] - ETA: 0s - loss: 0.6250

 51/182 [=======>......................] - ETA: 0s - loss: 0.4408

106/182 [================>.............] - ETA: 0s - loss: 0.4192

161/182 [=========================>....] - ETA: 0s - loss: 0.4168

182/182 [==============================] - 0s 2ms/step - loss: 0.4163 - val_loss: 0.4192
Epoch 9/100

  1/182 [..............................] - ETA: 0s - loss: 0.3018

 53/182 [=======>......................] - ETA: 0s - loss: 0.3639

108/182 [================>.............] - ETA: 0s - loss: 0.3703

164/182 [==========================>...] - ETA: 0s - loss: 0.3810

182/182 [==============================] - 0s 2ms/step - loss: 0.3836 - val_loss: 0.4448
Epoch 10/100

  1/182 [..............................] - ETA: 0s - loss: 0.6516

 54/182 [=======>......................] - ETA: 0s - loss: 0.4594

109/182 [================>.............] - ETA: 0s - loss: 0.4270

157/182 [========================>.....] - ETA: 0s - loss: 0.4154

182/182 [==============================] - 0s 2ms/step - loss: 0.4127 - val_loss: 0.4497
Epoch 11/100

  1/182 [..............................] - ETA: 0s - loss: 0.3540

 53/182 [=======>......................] - ETA: 0s - loss: 0.3902

106/182 [================>.............] - ETA: 0s - loss: 0.3912

159/182 [=========================>....] - ETA: 0s - loss: 0.3908

182/182 [==============================] - 0s 2ms/step - loss: 0.3909 - val_loss: 0.4074
Epoch 12/100

  1/182 [..............................] - ETA: 0s - loss: 0.3016

 56/182 [========>.....................] - ETA: 0s - loss: 0.3876

111/182 [=================>............] - ETA: 0s - loss: 0.3935

166/182 [==========================>...] - ETA: 0s - loss: 0.3916

182/182 [==============================] - 0s 2ms/step - loss: 0.3910 - val_loss: 0.4418
Epoch 13/100

  1/182 [..............................] - ETA: 0s - loss: 0.5019

 40/182 [=====>........................] - ETA: 0s - loss: 0.4182

 90/182 [=============>................] - ETA: 0s - loss: 0.4057

145/182 [======================>.......] - ETA: 0s - loss: 0.3995

182/182 [==============================] - 0s 2ms/step - loss: 0.3969 - val_loss: 0.3776
Epoch 14/100

  1/182 [..............................] - ETA: 0s - loss: 0.5397

 56/182 [========>.....................] - ETA: 0s - loss: 0.3366

111/182 [=================>............] - ETA: 0s - loss: 0.3505

166/182 [==========================>...] - ETA: 0s - loss: 0.3588

182/182 [==============================] - 0s 2ms/step - loss: 0.3605 - val_loss: 0.4143
Epoch 15/100

  1/182 [..............................] - ETA: 0s - loss: 0.2346

 54/182 [=======>......................] - ETA: 0s - loss: 0.3629

109/182 [================>.............] - ETA: 0s - loss: 0.3757

165/182 [==========================>...] - ETA: 0s - loss: 0.3797

182/182 [==============================] - 0s 2ms/step - loss: 0.3797 - val_loss: 0.3575
Epoch 16/100

  1/182 [..............................] - ETA: 0s - loss: 0.1920

 57/182 [========>.....................] - ETA: 0s - loss: 0.3908

113/182 [=================>............] - ETA: 0s - loss: 0.3884

169/182 [==========================>...] - ETA: 0s - loss: 0.3831

182/182 [==============================] - 0s 2ms/step - loss: 0.3824 - val_loss: 0.3681
Epoch 17/100

  1/182 [..............................] - ETA: 0s - loss: 0.6078

 54/182 [=======>......................] - ETA: 0s - loss: 0.4012

103/182 [===============>..............] - ETA: 0s - loss: 0.3777

158/182 [=========================>....] - ETA: 0s - loss: 0.3727

182/182 [==============================] - 0s 2ms/step - loss: 0.3724 - val_loss: 0.4024
Epoch 18/100

  1/182 [..............................] - ETA: 0s - loss: 0.4304

 57/182 [========>.....................] - ETA: 0s - loss: 0.3713

112/182 [=================>............] - ETA: 0s - loss: 0.3737

166/182 [==========================>...] - ETA: 0s - loss: 0.3748

182/182 [==============================] - 0s 2ms/step - loss: 0.3741 - val_loss: 0.3466
Epoch 19/100

  1/182 [..............................] - ETA: 0s - loss: 0.3125

 55/182 [========>.....................] - ETA: 0s - loss: 0.3997

109/182 [================>.............] - ETA: 0s - loss: 0.3914

164/182 [==========================>...] - ETA: 0s - loss: 0.3854

182/182 [==============================] - 0s 2ms/step - loss: 0.3835 - val_loss: 0.4351
Epoch 20/100

  1/182 [..............................] - ETA: 0s - loss: 0.3280

 45/182 [======>.......................] - ETA: 0s - loss: 0.3785

100/182 [===============>..............] - ETA: 0s - loss: 0.3785

153/182 [========================>.....] - ETA: 0s - loss: 0.3746

182/182 [==============================] - 0s 2ms/step - loss: 0.3733 - val_loss: 0.3421
Epoch 21/100

  1/182 [..............................] - ETA: 0s - loss: 0.3838

 56/182 [========>.....................] - ETA: 0s - loss: 0.3599

111/182 [=================>............] - ETA: 0s - loss: 0.3547

166/182 [==========================>...] - ETA: 0s - loss: 0.3555

182/182 [==============================] - 0s 2ms/step - loss: 0.3560 - val_loss: 0.4303
Epoch 22/100

  1/182 [..............................] - ETA: 0s - loss: 0.4267

 54/182 [=======>......................] - ETA: 0s - loss: 0.3732

103/182 [===============>..............] - ETA: 0s - loss: 0.3670

154/182 [========================>.....] - ETA: 0s - loss: 0.3660

182/182 [==============================] - 0s 2ms/step - loss: 0.3654 - val_loss: 0.3848
Epoch 23/100

  1/182 [..............................] - ETA: 0s - loss: 0.1846

 55/182 [========>.....................] - ETA: 0s - loss: 0.3311

109/182 [================>.............] - ETA: 0s - loss: 0.3437

165/182 [==========================>...] - ETA: 0s - loss: 0.3486

182/182 [==============================] - 0s 2ms/step - loss: 0.3493 - val_loss: 0.3427
Epoch 24/100

  1/182 [..............................] - ETA: 0s - loss: 0.2698

 54/182 [=======>......................] - ETA: 0s - loss: 0.3334

106/182 [================>.............] - ETA: 0s - loss: 0.3378

157/182 [========================>.....] - ETA: 0s - loss: 0.3417

182/182 [==============================] - 0s 2ms/step - loss: 0.3435 - val_loss: 0.3862
Epoch 25/100

  1/182 [..............................] - ETA: 0s - loss: 0.1451

 56/182 [========>.....................] - ETA: 0s - loss: 0.2982

110/182 [=================>............] - ETA: 0s - loss: 0.3152

166/182 [==========================>...] - ETA: 0s - loss: 0.3266

182/182 [==============================] - 0s 2ms/step - loss: 0.3291 - val_loss: 0.3361
Epoch 26/100

  1/182 [..............................] - ETA: 0s - loss: 0.4325

 55/182 [========>.....................] - ETA: 0s - loss: 0.3814

106/182 [================>.............] - ETA: 0s - loss: 0.3690

147/182 [=======================>......] - ETA: 0s - loss: 0.3641

182/182 [==============================] - 0s 2ms/step - loss: 0.3616 - val_loss: 0.4283
Epoch 27/100

  1/182 [..............................] - ETA: 0s - loss: 0.8780

 57/182 [========>.....................] - ETA: 0s - loss: 0.3582

110/182 [=================>............] - ETA: 0s - loss: 0.3511

164/182 [==========================>...] - ETA: 0s - loss: 0.3481

182/182 [==============================] - 0s 2ms/step - loss: 0.3478 - val_loss: 0.3402
Epoch 28/100

  1/182 [..............................] - ETA: 0s - loss: 0.3988

 54/182 [=======>......................] - ETA: 0s - loss: 0.3900

107/182 [================>.............] - ETA: 0s - loss: 0.3771

162/182 [=========================>....] - ETA: 0s - loss: 0.3679

182/182 [==============================] - 0s 2ms/step - loss: 0.3654 - val_loss: 0.3441
Epoch 29/100

  1/182 [..............................] - ETA: 0s - loss: 0.2978

 56/182 [========>.....................] - ETA: 0s - loss: 0.3354

111/182 [=================>............] - ETA: 0s - loss: 0.3362

166/182 [==========================>...] - ETA: 0s - loss: 0.3393

182/182 [==============================] - 0s 2ms/step - loss: 0.3399 - val_loss: 0.3306
Epoch 30/100

  1/182 [..............................] - ETA: 0s - loss: 0.2979

 53/182 [=======>......................] - ETA: 0s - loss: 0.3132

106/182 [================>.............] - ETA: 0s - loss: 0.3359

160/182 [=========================>....] - ETA: 0s - loss: 0.3416

182/182 [==============================] - 0s 2ms/step - loss: 0.3419 - val_loss: 0.3291
Epoch 31/100

  1/182 [..............................] - ETA: 0s - loss: 0.3184

 54/182 [=======>......................] - ETA: 0s - loss: 0.3229

109/182 [================>.............] - ETA: 0s - loss: 0.3388

161/182 [=========================>....] - ETA: 0s - loss: 0.3400

182/182 [==============================] - 0s 2ms/step - loss: 0.3403 - val_loss: 0.3300
Epoch 32/100

  1/182 [..............................] - ETA: 0s - loss: 0.4301

 52/182 [=======>......................] - ETA: 0s - loss: 0.3171

103/182 [===============>..............] - ETA: 0s - loss: 0.3271

156/182 [========================>.....] - ETA: 0s - loss: 0.3335

182/182 [==============================] - 0s 2ms/step - loss: 0.3347 - val_loss: 0.4275
Epoch 33/100

  1/182 [..............................] - ETA: 0s - loss: 0.3736

 55/182 [========>.....................] - ETA: 0s - loss: 0.3306

110/182 [=================>............] - ETA: 0s - loss: 0.3317

164/182 [==========================>...] - ETA: 0s - loss: 0.3317

182/182 [==============================] - 0s 2ms/step - loss: 0.3320 - val_loss: 0.4878
Epoch 34/100

  1/182 [..............................] - ETA: 0s - loss: 0.2335

 56/182 [========>.....................] - ETA: 0s - loss: 0.3114

111/182 [=================>............] - ETA: 0s - loss: 0.3280

166/182 [==========================>...] - ETA: 0s - loss: 0.3352

182/182 [==============================] - 0s 2ms/step - loss: 0.3359 - val_loss: 0.4575
Epoch 35/100

  1/182 [..............................] - ETA: 0s - loss: 0.3228

 55/182 [========>.....................] - ETA: 0s - loss: 0.3529

109/182 [================>.............] - ETA: 0s - loss: 0.3483

161/182 [=========================>....] - ETA: 0s - loss: 0.3464

182/182 [==============================] - 0s 2ms/step - loss: 0.3455 - val_loss: 0.3880
Epoch 36/100

  1/182 [..............................] - ETA: 0s - loss: 0.3884

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110/182 [=================>............] - ETA: 0s - loss: 0.3616

164/182 [==========================>...] - ETA: 0s - loss: 0.3555

182/182 [==============================] - 0s 2ms/step - loss: 0.3536 - val_loss: 0.6335
Epoch 37/100

  1/182 [..............................] - ETA: 0s - loss: 0.3016

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 98/182 [===============>..............] - ETA: 0s - loss: 0.3447

146/182 [=======================>......] - ETA: 0s - loss: 0.3384

182/182 [==============================] - 0s 2ms/step - loss: 0.3369 - val_loss: 0.5677
Epoch 38/100

  1/182 [..............................] - ETA: 0s - loss: 0.3692

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109/182 [================>.............] - ETA: 0s - loss: 0.3423

163/182 [=========================>....] - ETA: 0s - loss: 0.3418

182/182 [==============================] - 0s 2ms/step - loss: 0.3412 - val_loss: 0.4517
Epoch 39/100

  1/182 [..............................] - ETA: 0s - loss: 0.2174

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107/182 [================>.............] - ETA: 0s - loss: 0.3487

161/182 [=========================>....] - ETA: 0s - loss: 0.3472

182/182 [==============================] - 0s 2ms/step - loss: 0.3461 - val_loss: 0.3217
Epoch 40/100

  1/182 [..............................] - ETA: 0s - loss: 0.2578

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108/182 [================>.............] - ETA: 0s - loss: 0.3378

162/182 [=========================>....] - ETA: 0s - loss: 0.3388

182/182 [==============================] - 0s 2ms/step - loss: 0.3382 - val_loss: 0.3280
Epoch 41/100

  1/182 [..............................] - ETA: 0s - loss: 0.4053

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105/182 [================>.............] - ETA: 0s - loss: 0.3470

159/182 [=========================>....] - ETA: 0s - loss: 0.3418

182/182 [==============================] - 0s 2ms/step - loss: 0.3404 - val_loss: 0.3962
Epoch 42/100

  1/182 [..............................] - ETA: 0s - loss: 0.2339

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112/182 [=================>............] - ETA: 0s - loss: 0.3312

166/182 [==========================>...] - ETA: 0s - loss: 0.3335

182/182 [==============================] - 0s 2ms/step - loss: 0.3336 - val_loss: 0.3589
Epoch 43/100

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159/182 [=========================>....] - ETA: 0s - loss: 0.3477

182/182 [==============================] - 0s 2ms/step - loss: 0.3453 - val_loss: 0.5079
Epoch 44/100

  1/182 [..............................] - ETA: 0s - loss: 0.1353

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104/182 [================>.............] - ETA: 0s - loss: 0.3257

159/182 [=========================>....] - ETA: 0s - loss: 0.3264

182/182 [==============================] - 0s 2ms/step - loss: 0.3269 - val_loss: 0.3222
Epoch 45/100

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101/182 [===============>..............] - ETA: 0s - loss: 0.3314

155/182 [========================>.....] - ETA: 0s - loss: 0.3306

182/182 [==============================] - 0s 2ms/step - loss: 0.3293 - val_loss: 0.3212
Epoch 46/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3340

164/182 [==========================>...] - ETA: 0s - loss: 0.3306

182/182 [==============================] - 0s 2ms/step - loss: 0.3303 - val_loss: 0.3239
Epoch 47/100
  1/182 [..............................] - ETA: 0s - loss: 0.2636

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107/182 [================>.............] - ETA: 0s - loss: 0.3004

155/182 [========================>.....] - ETA: 0s - loss: 0.3092

182/182 [==============================] - 0s 2ms/step - loss: 0.3124 - val_loss: 0.3246
Epoch 48/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3094

162/182 [=========================>....] - ETA: 0s - loss: 0.3116

182/182 [==============================] - 0s 2ms/step - loss: 0.3133 - val_loss: 0.3748
Epoch 49/100

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107/182 [================>.............] - ETA: 0s - loss: 0.3895

162/182 [=========================>....] - ETA: 0s - loss: 0.3723

182/182 [==============================] - 0s 2ms/step - loss: 0.3679 - val_loss: 0.3564
Epoch 50/100

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103/182 [===============>..............] - ETA: 0s - loss: 0.3284

153/182 [========================>.....] - ETA: 0s - loss: 0.3277

182/182 [==============================] - 0s 2ms/step - loss: 0.3277 - val_loss: 0.5384
Epoch 51/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3511

163/182 [=========================>....] - ETA: 0s - loss: 0.3444

182/182 [==============================] - 0s 2ms/step - loss: 0.3425 - val_loss: 0.3317
Epoch 52/100

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109/182 [================>.............] - ETA: 0s - loss: 0.3266

161/182 [=========================>....] - ETA: 0s - loss: 0.3232

182/182 [==============================] - 0s 2ms/step - loss: 0.3229 - val_loss: 0.3248
Epoch 53/100

  1/182 [..............................] - ETA: 0s - loss: 0.1942

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106/182 [================>.............] - ETA: 0s - loss: 0.3140

155/182 [========================>.....] - ETA: 0s - loss: 0.3142

182/182 [==============================] - 0s 2ms/step - loss: 0.3148 - val_loss: 0.3370
Epoch 54/100

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100/182 [===============>..............] - ETA: 0s - loss: 0.2977

144/182 [======================>.......] - ETA: 0s - loss: 0.3035

182/182 [==============================] - 0s 2ms/step - loss: 0.3062 - val_loss: 0.3416
Epoch 55/100

  1/182 [..............................] - ETA: 0s - loss: 0.2809

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109/182 [================>.............] - ETA: 0s - loss: 0.2960

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182/182 [==============================] - 0s 2ms/step - loss: 0.3046 - val_loss: 0.3425
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130/182 [====================>.........] - ETA: 0s - loss: 0.3254

182/182 [==============================] - 0s 781us/step - loss: 0.3369
[CV] END learning_rate=0.004591455636549438, n_hidden=2, n_neurons=59; total time=  17.0s
Epoch 1/100
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342/363 [===========================>..] - ETA: 0s - loss: 1.5270

363/363 [==============================] - 1s 2ms/step - loss: 1.4868 - val_loss: 4.8354
Epoch 2/100

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342/363 [===========================>..] - ETA: 0s - loss: 0.6862

363/363 [==============================] - 1s 1ms/step - loss: 0.6756 - val_loss: 2.3249
Epoch 3/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.4526 - val_loss: 0.3585
Epoch 4/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3952 - val_loss: 0.3966
Epoch 5/100

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325/363 [=========================>....] - ETA: 0s - loss: 0.3816

363/363 [==============================] - 1s 1ms/step - loss: 0.3800 - val_loss: 0.3409
Epoch 6/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.3636 - val_loss: 0.4289
Epoch 7/100

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100/363 [=======>......................] - ETA: 0s - loss: 0.4013

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342/363 [===========================>..] - ETA: 0s - loss: 0.3745

363/363 [==============================] - 1s 1ms/step - loss: 0.3732 - val_loss: 0.3379
Epoch 8/100
  1/363 [..............................] - ETA: 0s - loss: 0.2135

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331/363 [==========================>...] - ETA: 0s - loss: 0.3581

363/363 [==============================] - 1s 1ms/step - loss: 0.3569 - val_loss: 0.3341
Epoch 9/100

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101/363 [=======>......................] - ETA: 0s - loss: 0.3214

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344/363 [===========================>..] - ETA: 0s - loss: 0.3404

363/363 [==============================] - 1s 1ms/step - loss: 0.3404 - val_loss: 0.3683
Epoch 10/100

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338/363 [==========================>...] - ETA: 0s - loss: 0.3426

363/363 [==============================] - 1s 1ms/step - loss: 0.3420 - val_loss: 0.4284
Epoch 11/100

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101/363 [=======>......................] - ETA: 0s - loss: 0.3216

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349/363 [===========================>..] - ETA: 0s - loss: 0.3297

363/363 [==============================] - 0s 1ms/step - loss: 0.3299 - val_loss: 0.5667
Epoch 12/100

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339/363 [===========================>..] - ETA: 0s - loss: 0.3405

363/363 [==============================] - 1s 1ms/step - loss: 0.3401 - val_loss: 0.3215
Epoch 13/100

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100/363 [=======>......................] - ETA: 0s - loss: 0.3193

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355/363 [============================>.] - ETA: 0s - loss: 0.3279

363/363 [==============================] - 0s 1ms/step - loss: 0.3278 - val_loss: 0.3397
Epoch 14/100

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348/363 [===========================>..] - ETA: 0s - loss: 0.3220

363/363 [==============================] - 1s 1ms/step - loss: 0.3220 - val_loss: 0.3186
Epoch 15/100
  1/363 [..............................] - ETA: 0s - loss: 0.8130

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345/363 [===========================>..] - ETA: 0s - loss: 0.3192

363/363 [==============================] - 0s 1ms/step - loss: 0.3193 - val_loss: 0.3360
Epoch 16/100

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355/363 [============================>.] - ETA: 0s - loss: 0.3234

363/363 [==============================] - 1s 1ms/step - loss: 0.3232 - val_loss: 0.3036
Epoch 17/100

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338/363 [==========================>...] - ETA: 0s - loss: 0.3042

363/363 [==============================] - 1s 1ms/step - loss: 0.3049 - val_loss: 0.3762
Epoch 18/100

  1/363 [..............................] - ETA: 0s - loss: 0.3238

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143/363 [==========>...................] - ETA: 0s - loss: 0.3011

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336/363 [==========================>...] - ETA: 0s - loss: 0.3075

363/363 [==============================] - 1s 1ms/step - loss: 0.3079 - val_loss: 0.3458
Epoch 19/100

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100/363 [=======>......................] - ETA: 0s - loss: 0.2921

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347/363 [===========================>..] - ETA: 0s - loss: 0.3027

363/363 [==============================] - 0s 1ms/step - loss: 0.3031 - val_loss: 0.2953
Epoch 20/100

  1/363 [..............................] - ETA: 0s - loss: 0.3555

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340/363 [===========================>..] - ETA: 0s - loss: 0.2954

363/363 [==============================] - 1s 1ms/step - loss: 0.2962 - val_loss: 0.4313
Epoch 21/100

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100/363 [=======>......................] - ETA: 0s - loss: 0.2898

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343/363 [===========================>..] - ETA: 0s - loss: 0.3023

363/363 [==============================] - 0s 1ms/step - loss: 0.3025 - val_loss: 0.2977
Epoch 22/100

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347/363 [===========================>..] - ETA: 0s - loss: 0.2887

363/363 [==============================] - 1s 1ms/step - loss: 0.2892 - val_loss: 0.3872
Epoch 23/100

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350/363 [===========================>..] - ETA: 0s - loss: 0.3078

363/363 [==============================] - 0s 1ms/step - loss: 0.3075 - val_loss: 0.3383
Epoch 24/100

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344/363 [===========================>..] - ETA: 0s - loss: 0.2948

363/363 [==============================] - 0s 1ms/step - loss: 0.2951 - val_loss: 0.3082
Epoch 25/100

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340/363 [===========================>..] - ETA: 0s - loss: 0.2923

363/363 [==============================] - 0s 1ms/step - loss: 0.2928 - val_loss: 0.3532
Epoch 26/100

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346/363 [===========================>..] - ETA: 0s - loss: 0.2948

363/363 [==============================] - 1s 1ms/step - loss: 0.2949 - val_loss: 0.3522
Epoch 27/100

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347/363 [===========================>..] - ETA: 0s - loss: 0.2957

363/363 [==============================] - 0s 1ms/step - loss: 0.2957 - val_loss: 0.2882
Epoch 28/100

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353/363 [============================>.] - ETA: 0s - loss: 0.2948

363/363 [==============================] - 1s 1ms/step - loss: 0.2948 - val_loss: 0.3477
Epoch 29/100

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347/363 [===========================>..] - ETA: 0s - loss: 0.2858

363/363 [==============================] - 0s 1ms/step - loss: 0.2861 - val_loss: 0.3052
Epoch 30/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2966 - val_loss: 0.3752
Epoch 31/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2879 - val_loss: 0.3028
Epoch 32/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2870 - val_loss: 0.4018
Epoch 33/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.2860 - val_loss: 0.2841
Epoch 34/100

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356/363 [============================>.] - ETA: 0s - loss: 0.2807

363/363 [==============================] - 0s 1ms/step - loss: 0.2808 - val_loss: 0.3037
Epoch 35/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2762 - val_loss: 0.3626
Epoch 36/100

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343/363 [===========================>..] - ETA: 0s - loss: 0.2722

363/363 [==============================] - 0s 1ms/step - loss: 0.2729 - val_loss: 0.3158
Epoch 37/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2971 - val_loss: 0.3755
Epoch 38/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2756 - val_loss: 0.2798
Epoch 39/100

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340/363 [===========================>..] - ETA: 0s - loss: 0.2890

363/363 [==============================] - 1s 1ms/step - loss: 0.2884 - val_loss: 0.3218
Epoch 40/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2796 - val_loss: 0.2834
Epoch 41/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2868 - val_loss: 0.3961
Epoch 42/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2728 - val_loss: 0.2855
Epoch 43/100

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343/363 [===========================>..] - ETA: 0s - loss: 0.2846

363/363 [==============================] - 0s 1ms/step - loss: 0.2840 - val_loss: 0.3303
Epoch 44/100

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353/363 [============================>.] - ETA: 0s - loss: 0.2689

363/363 [==============================] - 0s 1ms/step - loss: 0.2691 - val_loss: 0.3810
Epoch 45/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2762 - val_loss: 0.2752
Epoch 46/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2788 - val_loss: 0.3096
Epoch 47/100
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336/363 [==========================>...] - ETA: 0s - loss: 0.2887

363/363 [==============================] - 1s 1ms/step - loss: 0.2876 - val_loss: 0.3272
Epoch 48/100

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363/363 [==============================] - 1s 1ms/step - loss: 0.2675 - val_loss: 0.3420
Epoch 49/100
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345/363 [===========================>..] - ETA: 0s - loss: 0.2734

363/363 [==============================] - 0s 1ms/step - loss: 0.2734 - val_loss: 0.2757
Epoch 50/100

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349/363 [===========================>..] - ETA: 0s - loss: 0.2770

363/363 [==============================] - 0s 1ms/step - loss: 0.2768 - val_loss: 0.2780
Epoch 51/100

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351/363 [============================>.] - ETA: 0s - loss: 0.2745

363/363 [==============================] - 0s 1ms/step - loss: 0.2744 - val_loss: 0.2999
Epoch 52/100

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361/363 [============================>.] - ETA: 0s - loss: 0.2716

363/363 [==============================] - 0s 1ms/step - loss: 0.2716 - val_loss: 0.2998
Epoch 53/100

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352/363 [============================>.] - ETA: 0s - loss: 0.2719

363/363 [==============================] - 0s 1ms/step - loss: 0.2718 - val_loss: 0.3933
Epoch 54/100

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354/363 [============================>.] - ETA: 0s - loss: 0.2600

363/363 [==============================] - 0s 1ms/step - loss: 0.2602 - val_loss: 0.2703
Epoch 55/100

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343/363 [===========================>..] - ETA: 0s - loss: 0.2707

363/363 [==============================] - 0s 1ms/step - loss: 0.2707 - val_loss: 0.3199
Epoch 56/100

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337/363 [==========================>...] - ETA: 0s - loss: 0.2624

363/363 [==============================] - 1s 1ms/step - loss: 0.2628 - val_loss: 0.2741
Epoch 57/100
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342/363 [===========================>..] - ETA: 0s - loss: 0.2601

363/363 [==============================] - 0s 1ms/step - loss: 0.2605 - val_loss: 0.2886
Epoch 58/100

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350/363 [===========================>..] - ETA: 0s - loss: 0.2557

363/363 [==============================] - 0s 1ms/step - loss: 0.2561 - val_loss: 0.3406
Epoch 59/100

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345/363 [===========================>..] - ETA: 0s - loss: 0.2629

363/363 [==============================] - 1s 1ms/step - loss: 0.2631 - val_loss: 0.2858
Epoch 60/100

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333/363 [==========================>...] - ETA: 0s - loss: 0.2615

363/363 [==============================] - 1s 1ms/step - loss: 0.2618 - val_loss: 0.2668
Epoch 61/100

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346/363 [===========================>..] - ETA: 0s - loss: 0.2746

363/363 [==============================] - 0s 1ms/step - loss: 0.2740 - val_loss: 0.2977
Epoch 62/100
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363/363 [==============================] - 0s 1ms/step - loss: 0.2658 - val_loss: 0.2822
Epoch 63/100

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360/363 [============================>.]
 - ETA: 0s - loss: 0.2663

363/363 [==============================] - 0s 1ms/step - loss: 0.2663 - val_loss: 0.2786
Epoch 64/100

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Epoch 65/100

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Epoch 66/100

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Epoch 68/100
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Epoch 69/100

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Epoch 70/100

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363/363 [==============================] - 0s 1ms/step - loss: 0.2558 - val_loss: 0.2951
RandomizedSearchCV(cv=2,
                   estimator=<tensorflow.python.keras.wrappers.scikit_learn.KerasRegressor object at 0x14244be80>,
                   param_distributions={'learning_rate': [0.001683454924600351,
                                                          0.02390836445593178,
                                                          0.008731907739399206,
                                                          0.004725396149933917,
                                                          0.0006154014789262348,
                                                          0.0006153331256530192,
                                                          0.0003920021771415983,
                                                          0.01619845322936229,
                                                          0.004779156784872302,
                                                          0.0078...
                                                          0.005021425736625637,
                                                          0.0005703073595961105,
                                                          0.001151888789941251,
                                                          0.001621231156394198,
                                                          0.0024505367684280487,
                                                          0.011155092541719619,
                                                          0.0007524347058135697,
                                                          0.0032032448128444043,
                                                          0.004591455636549438,
                                                          0.0003715541189658278, ...],
                                        'n_hidden': [0, 1, 2, 3],
                                        'n_neurons': [1, 2, 3, 4, 5, 6, 7, 8, 9,
                                                      10, 11, 12, 13, 14, 15,
                                                      16, 17, 18, 19, 20, 21,
                                                      22, 23, 24, 25, 26, 27,
                                                      28, 29, 30, ...]},
                   verbose=2)
rnd_search_cv.best_params_
{'n_neurons': 74, 'n_hidden': 3, 'learning_rate': 0.005803602934201024}
rnd_search_cv.best_score_
-0.33263184130191803
rnd_search_cv.best_estimator_
<tensorflow.python.keras.wrappers.scikit_learn.KerasRegressor at 0x1410d99d0>
rnd_search_cv.score(X_test, y_test)
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162/162 [==============================] - 0s 791us/step - loss: 0.2831
-0.28309857845306396
model = rnd_search_cv.best_estimator_.model
model
<tensorflow.python.keras.engine.sequential.Sequential at 0x140e59250>
model.evaluate(X_test, y_test)
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127/162 [======================>.......] - ETA: 0s - loss: 0.2862

162/162 [==============================] - 0s 820us/step - loss: 0.2831
0.28309857845306396

Exercise solutions

Exercise: Train a deep MLP on the MNIST dataset (you can load it using keras.datasets.mnist.load_data(). See if you can get over 98% precision. Try searching for the optimal learning rate by using the approach presented in this chapter (i.e., by growing the learning rate exponentially, plotting the loss, and finding the point where the loss shoots up). Try adding all the bells and whistles—save checkpoints, use early stopping, and plot learning curves using TensorBoard.

(X_train_full, y_train_full), (X_test, y_test) = keras.datasets.mnist.load_data()
Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz
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Just like for the Fashion MNIST dataset, the MNIST training set contains 60,000 grayscale images, each 28x28 pixels:

X_train_full.shape
(60000, 28, 28)

Each pixel intensity is also represented as a byte (0 to 255):

X_train_full.dtype
dtype('uint8')

Let’s split the full training set into a validation set and a (smaller) training set. We also scale the pixel intensities down to the 0-1 range and convert them to floats, by dividing by 255, just like we did for Fashion MNIST:

X_valid, X_train = X_train_full[:5000] / 255., X_train_full[5000:] / 255.
y_valid, y_train = y_train_full[:5000], y_train_full[5000:]
X_test = X_test / 255.

Let’s plot an image using Matplotlib’s imshow() function, with a 'binary' color map:

plt.imshow(X_train[0], cmap="binary")
plt.axis('off')
plt.show()
../_images/101-intro-keras_129_0.png
y_train
array([7, 3, 4, ..., 5, 6, 8], dtype=uint8)

The validation set contains 5,000 images, and the test set contains 10,000 images:

X_valid.shape
(5000, 28, 28)
X_test.shape
(10000, 28, 28)

Let’s take a look at a sample of the images in the dataset:

_, axes = plt.subplots(4,
                       10,
                       figsize=(10, 6),
                       dpi=100,
                       constrained_layout=True)

for ax in axes.flatten():

    ax.imshow(X_train[index], cmap="binary", interpolation="nearest")
    ax.axis('off')
    ax.set(title=y_train[index], fontsize='small')

plt.show()
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
/var/folders/93/795zm8c93m16_92qkk86t0_r0000gn/T/ipykernel_51136/3007547142.py in <module>
      7 for ax in axes.flatten():
      8 
----> 9     ax.imshow(X_train[index], cmap="binary", interpolation="nearest")
     10     ax.axis('off')
     11     ax.set(title=y_train[index], fontsize='small')

NameError: name 'index' is not defined
../_images/101-intro-keras_135_1.png

Let’s build a simple dense network and find the optimal learning rate. We will need a callback to grow the learning rate at each iteration. It will also record the learning rate and the loss at each iteration:

K = keras.backend

class ExponentialLearningRate(keras.callbacks.Callback):
    def __init__(self, factor):
        self.factor = factor
        self.rates = []
        self.losses = []
    def on_batch_end(self, batch, logs):
        self.rates.append(K.get_value(self.model.optimizer.lr))
        self.losses.append(logs["loss"])
        K.set_value(self.model.optimizer.lr, self.model.optimizer.lr * self.factor)
keras.backend.clear_session()
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Flatten(input_shape=[28, 28]),
    keras.layers.Dense(300, activation="relu"),
    keras.layers.Dense(100, activation="relu"),
    keras.layers.Dense(10, activation="softmax")
])

We will start with a small learning rate of 1e-3, and grow it by 0.5% at each iteration:

model.compile(loss="sparse_categorical_crossentropy",
              optimizer=keras.optimizers.SGD(lr=1e-3),
              metrics=["accuracy"])
              
expon_lr = ExponentialLearningRate(factor=1.005)

Now let’s train the model for just 1 epoch:

history = model.fit(X_train, y_train, epochs=1,
                    validation_data=(X_valid, y_valid),
                    callbacks=[expon_lr])
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We can now plot the loss as a functionof the learning rate:

_, ax = plt.subplots(figsize=(6, 4), dpi=100)

ax.plot(expon_lr.rates, expon_lr.losses)
ax.set_xscale('log')
ax.hlines(min(expon_lr.losses), min(expon_lr.rates), max(expon_lr.rates))
ax.axis([min(expon_lr.rates), max(expon_lr.rates), 0, expon_lr.losses[0]])
ax.grid(1)
ax.set(xlabel="Learning rate", ylabel="Loss")
[Text(0.5, 0, 'Learning rate'), Text(0, 0.5, 'Loss')]
../_images/101-intro-keras_145_1.png

The loss starts shooting back up violently when the learning rate goes over 6e-1, so let’s try using half of that, at 3e-1:

keras.backend.clear_session()
tf.random.set_seed(42)
model = keras.models.Sequential([
    keras.layers.Flatten(input_shape=[28, 28]),
    keras.layers.Dense(300, activation="relu"),
    keras.layers.Dense(100, activation="relu"),
    keras.layers.Dense(10, activation="softmax")
])
model.compile(loss="sparse_categorical_crossentropy",
              optimizer=keras.optimizers.SGD(lr=3e-1),
              metrics=["accuracy"])
run_index = 1
run_logdir = f"data/101/y_mnist_logs/run_{run_index:03d}"
run_logdir
'data/101/y_mnist_logs/run_001'
early_stopping_cb = keras.callbacks.EarlyStopping(patience=20)
checkpoint_cb = keras.callbacks.ModelCheckpoint("data/101/my_mnist_model3.h5", save_best_only=True)
tensorboard_cb = keras.callbacks.TensorBoard(run_logdir)

history = model.fit(X_train, y_train, epochs=100,
                    validation_data=(X_valid, y_valid),
                    callbacks=[checkpoint_cb, early_stopping_cb, tensorboard_cb])
2021-09-22 14:23:52.326544: I tensorflow/core/profiler/lib/profiler_session.cc:136] Profiler session initializing.
2021-09-22 14:23:52.326568: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.
2021-09-22 14:23:52.330016: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.
Epoch 1/100
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2021-09-22 14:23:52.840364: I tensorflow/core/profiler/lib/profiler_session.cc:136] Profiler session initializing.
2021-09-22 14:23:52.840384: I tensorflow/core/profiler/lib/profiler_session.cc:155] Profiler session started.
2021-09-22 14:23:52.850342: I tensorflow/core/profiler/lib/profiler_session.cc:71] Profiler session collecting data.
2021-09-22 14:23:52.874192: I tensorflow/core/profiler/lib/profiler_session.cc:172] Profiler session tear down.
2021-09-22 14:23:52.890048: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52
2021-09-22 14:23:52.890863: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for trace.json.gz to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.trace.json.gz
2021-09-22 14:23:52.918038: I tensorflow/core/profiler/rpc/client/save_profile.cc:137] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52
2021-09-22 14:23:52.918449: I tensorflow/core/profiler/rpc/client/save_profile.cc:143] Dumped gzipped tool data for memory_profile.json.gz to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.memory_profile.json.gz
2021-09-22 14:23:52.919687: I tensorflow/core/profiler/rpc/client/capture_profile.cc:251] Creating directory: data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52Dumped tool data for xplane.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.xplane.pb
Dumped tool data for overview_page.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.overview_page.pb
Dumped tool data for input_pipeline.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.input_pipeline.pb
Dumped tool data for tensorflow_stats.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.tensorflow_stats.pb
Dumped tool data for kernel_stats.pb to data/101/y_mnist_logs/run_001/train/plugins/profile/2021_09_22_14_23_52/Xavier-Yang.local.kernel_stats.pb

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Epoch 2/100

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Epoch 3/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0677 - accuracy: 0.9784 - val_loss: 0.0731 - val_accuracy: 0.9784
Epoch 4/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0454 - accuracy: 0.9856 - val_loss: 0.0760 - val_accuracy: 0.9802
Epoch 5/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0362 - accuracy: 0.9886 - val_loss: 0.0837 - val_accuracy: 0.9764
Epoch 6/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0301 - accuracy: 0.9898 - val_loss: 0.0654 - val_accuracy: 0.9828
Epoch 7/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0226 - accuracy: 0.9931 - val_loss: 0.0784 - val_accuracy: 0.9822
Epoch 8/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0184 - accuracy: 0.9940 - val_loss: 0.0841 - val_accuracy: 0.9796
Epoch 9/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0145 - accuracy: 0.9950 - val_loss: 0.0883 - val_accuracy: 0.9824
Epoch 10/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0124 - accuracy: 0.9957 - val_loss: 0.0848 - val_accuracy: 0.9848
Epoch 11/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0117 - accuracy: 0.9963 - val_loss: 0.0828 - val_accuracy: 0.9838
Epoch 12/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0066 - accuracy: 0.9979 - val_loss: 0.0958 - val_accuracy: 0.9798
Epoch 13/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0094 - accuracy: 0.9968 - val_loss: 0.1142 - val_accuracy: 0.9772
Epoch 14/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0115 - accuracy: 0.9964 - val_loss: 0.0999 - val_accuracy: 0.9794
Epoch 15/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0090 - accuracy: 0.9969 - val_loss: 0.1055 - val_accuracy: 0.9786
Epoch 16/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0083 - accuracy: 0.9973 - val_loss: 0.0836 - val_accuracy: 0.9858
Epoch 17/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0033 - accuracy: 0.9988 - val_loss: 0.0813 - val_accuracy: 0.9838
Epoch 18/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 0.0014 - accuracy: 0.9994 - val_loss: 0.0852 - val_accuracy: 0.9838
Epoch 19/100

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1719/1719 [==============================] - 4s 3ms/step - loss: 5.3455e-04 - accuracy: 0.9999 - val_loss: 0.0776 - val_accuracy: 0.9866
Epoch 20/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 1.1085e-04 - accuracy: 1.0000 - val_loss: 0.0798 - val_accuracy: 0.9864
Epoch 21/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 7.1555e-05 - accuracy: 1.0000 - val_loss: 0.0804 - val_accuracy: 0.9870
Epoch 22/100

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1719/1719 [==============================] - 4s 2ms/step - loss: 5.6426e-05 - accuracy: 1.0000 - val_loss: 0.0811 - val_accuracy: 0.9868
Epoch 23/100

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1719/1719 [==============================] - 4s 3ms/step - loss: 4.8255e-05 - accuracy: 1.0000 - val_loss: 0.0819 - val_accuracy: 0.9866
Epoch 24/100

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1719/1719 [==============================] - 171s 100ms/step - loss: 4.2770e-05 - accuracy: 1.0000 - val_loss: 0.0824 - val_accuracy: 0.9866
Epoch 25/100

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1719/1719 [==============================] - 5s 3ms/step - loss: 4.0248e-05 - accuracy: 1.0000 - val_loss: 0.0829 - val_accuracy: 0.9866
Epoch 26/100

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1719/1719 [==============================] - 4s 3ms/step - loss: 3.4152e-05 - accuracy: 1.0000 - val_loss: 0.0835 - val_accuracy: 0.9866
model = keras.models.load_model("data/101/my_mnist_model3.h5") # rollback to best model
model.evaluate(X_test, y_test)
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313/313 [==============================] - 1s 2ms/step - loss: 0.0736 - accuracy: 0.9780
[0.07364339381456375, 0.9779999852180481]

We got over 98% accuracy. Finally, let’s look at the learning curves using TensorBoard:

%tensorboard --logdir=./my_mnist_logs --port=6006
UsageError: Line magic function `%tensorboard` not found.